{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import argparse\n",
    "from typing import Union, List\n",
    "\n",
    "import cv2\n",
    "import numpy\n",
    "import scipy\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.patches import Circle\n",
    "from scipy import ndimage\n",
    "\n",
    "from demo import Demonstration\n",
    "from ply import write_xyz_rgb_as_ply, Ply\n",
    "from trainer import Trainer\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "def read_image(path: Union[str, List[str]], img_type: str, history=False):\n",
    "    \"\"\"\n",
    "    Reads image into numpy array\n",
    "    @param path: Path to image\n",
    "    @param img_type: One of 'color', 'depth'\n",
    "    @param history: Whether or not to read history for depth images\n",
    "    @return: Array containing image contents\n",
    "    \"\"\"\n",
    "    # This is repeated several times in the code and should ideally be refactored into a function\n",
    "\n",
    "    if img_type == \"color\":\n",
    "        return cv2.cvtColor(cv2.imread(path), cv2.COLOR_BGR2RGB)\n",
    "    elif img_type == \"depth\":\n",
    "        if history:\n",
    "            return numpy.stack([cv2.imread(file, -1).astype(numpy.float32)/100000 for file in path], axis=-1)\n",
    "        else:\n",
    "            return numpy.stack([cv2.imread(path, -1)]*3, axis=-1).astype(numpy.float32)/100000\n",
    "    return None"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(224, 224, 3)\n"
     ]
    }
   ],
   "source": [
    "# Workspace limits\n",
    "workspace_limits = numpy.asarray([[-0.724, -0.276], [-0.224, 0.224], [-0.0001, 0.5]])\n",
    "\n",
    "# Test images\n",
    "test_color_heightmap = read_image(\"logs/2020-06-07-17-19-34_Real-Rows-Two-Step-Reward-Masked-Testing/data/color-heightmaps/000039.2.color.png\", 'color')\n",
    "test_depth_heightmap = read_image([\"logs/2020-06-07-17-19-34_Real-Rows-Two-Step-Reward-Masked-Testing/data/depth-heightmaps/000039.2.depth.png\",\n",
    "                                   \"logs/2020-06-07-17-19-34_Real-Rows-Two-Step-Reward-Masked-Testing/data/depth-heightmaps/000038.2.depth.png\",\n",
    "                                   \"logs/2020-06-07-17-19-34_Real-Rows-Two-Step-Reward-Masked-Testing/data/depth-heightmaps/000037.2.depth.png\"], 'depth', True)\n",
    "\n",
    "print(test_depth_heightmap.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Read test color and depth height maps\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "stack_snapshot_file = 'logs/base_models/rows_hist_densenet/snapshot.reinforcement_action_efficiency_best_value.pth'\n",
    "# stack_snapshot_file = 'logs/base_models/stacking_hist_densenet/snapshot.reinforcement_action_efficiency_best_value.pth'\n",
    "# stack_snapshot_file = 'logs/base_models/unstacking_hist_densenet/snapshot.reinforcement_action_efficiency_best_value.pth'\n",
    "# stack_snapshot_file = 'logs/base_models/vertical_square_hist_densenet/snapshot.reinforcement_trial_success_rate_best_value.pth'\n",
    "policy_name = 'row'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CUDA detected. Running with GPU acceleration.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/absox/PycharmProjects/real_good_robot/venv/lib/python3.8/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.\n",
      "  warnings.warn(warning.format(ret))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pre-trained model snapshot loaded from: logs/base_models/rows_hist_densenet/snapshot.reinforcement_action_efficiency_best_value.pth\n"
     ]
    }
   ],
   "source": [
    "# Demo files\n",
    "demo = Demonstration(\"logs/demos/vertical_square_demos\", 1, None)\n",
    "demo_color_heightmap, demo_depth_heightmap = demo.get_heightmaps(\"grasp\", 12, use_hist=True)\n",
    "\n",
    "\n",
    "\n",
    "stack_trainer = Trainer(method='reinforcement', push_rewards=True, future_reward_discount=0.5,\n",
    "                        is_testing=True, snapshot_file=stack_snapshot_file,\n",
    "                        force_cpu=False, goal_condition_len=0, place=True,\n",
    "                        pretrained=True, flops=False, network='densenet',\n",
    "                        common_sense=True, place_common_sense=True,\n",
    "                        show_heightmap=False, place_dilation=0.01,\n",
    "                        common_sense_backprop=True, trial_reward='spot',\n",
    "                        num_dilation=0)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[204  76]\n",
      "7\n"
     ]
    }
   ],
   "source": [
    "# get demo action index vector\n",
    "action_vector = demo.action_dict[3][1]\n",
    "\n",
    "# convert rotation angle to index\n",
    "best_rot_ind = numpy.around((numpy.rad2deg(action_vector[-2]) % 360) * 16 / 360).astype(int)\n",
    "# test_rot_ind = 15\n",
    "\n",
    "# convert robot coordinates to pixel\n",
    "workspace_pixel_offset = workspace_limits[:2, 0] * -1 * 1000\n",
    "best_action_xy = ((workspace_pixel_offset + 1000 * action_vector[:2]) / 2).astype(int)\n",
    "\n",
    "print(best_action_xy)\n",
    "print(best_rot_ind)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Compute index of demo action\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [],
   "source": [
    "_, demo_features, _ = stack_trainer.forward(demo_color_heightmap, demo_depth_heightmap,\n",
    "                                            is_volatile=True, keep_action_feat=True, demo_mask=True)[:3]\n",
    "demo_features = demo_features.filled(0.0)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Compute demo features\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [],
   "source": [
    "_, test_features , _ = stack_trainer.forward(test_color_heightmap, test_depth_heightmap,\n",
    "                                            is_volatile=True, keep_action_feat=True, demo_mask=True)[:3]\n",
    "test_features = test_features.filled(0.0)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Compute test features\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [],
   "source": [
    "demo_features_rot = demo_features[best_rot_ind,:,:,:]\n",
    "# test_features_rot = test_features[test_rot_ind,:,:,:]\n",
    "\n",
    "# Compute mask\n",
    "demo_mask = (demo_features_rot == 0).all(axis=0)\n",
    "# test_mask = (test_features_rot == 0).all(axis=0)\n",
    "test_mask = (test_features==0).all(axis=1)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Compute rematch distance\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [],
   "source": [
    "# match_dist = numpy.zeros([16, 224, 224])\n",
    "match_dist = numpy.sum(numpy.square(numpy.expand_dims(demo_features_rot[:, best_action_xy[1], best_action_xy[0]],(0,2,3)) - test_features), axis=1)\n",
    "match_dist[test_mask] = numpy.max(match_dist)\n",
    "matched_action = numpy.unravel_index(numpy.argmin(match_dist), (16, 224, 224))\n",
    "\n",
    "test_rot_ind = matched_action[0]\n",
    "test_features_rot = test_features[test_rot_ind,:,:,:]\n",
    "test_mask_rot = test_mask[test_rot_ind,:,:]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Compute match distance\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 146, 121)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1)\n",
    "ax.imshow(match_dist[test_rot_ind,:,:], cmap=\"gray\")\n",
    "\n",
    "circle = Circle((matched_action[2], matched_action[1]))\n",
    "ax.add_patch(circle)\n",
    "print(matched_action)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Plot match distance\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [],
   "source": [
    "rematch_squared_distance = numpy.zeros([224, 224])\n",
    "\n",
    "for i in range(0, 224):\n",
    "    for j in range(0, 224):\n",
    "        x = numpy.expand_dims(test_features_rot[:,i,j], (1,2))\n",
    "        displacement = demo_features_rot - x\n",
    "        distances = numpy.sum(numpy.square(displacement), axis=0)\n",
    "        distances = ndimage.gaussian_filter(distances, sigma=(3,3))\n",
    "        distances[demo_mask] = numpy.max(distances) * 1.1\n",
    "        match_index = numpy.unravel_index(numpy.argmin(distances), (224, 224))\n",
    "        rematch_squared_distance[i,j] = numpy.sum(numpy.square(match_index - best_action_xy[[1, 0]]))\n",
    "\n",
    "rematch_distance = numpy.sqrt(rematch_squared_distance)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.patches.Circle at 0x7f5395e13af0>"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1)\n",
    "\n",
    "ax.imshow(demo_color_heightmap)\n",
    "circle = Circle(best_action_xy)\n",
    "ax.add_patch(circle)\n",
    "# fig, ax = plt.imshow(demo_color_heightmap)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Generate demo plot\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f53963163a0>"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(test_color_heightmap)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Generate test plot\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f538d878190>"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(demo_mask, cmap='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f538d7604c0>"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(test_mask_rot, cmap='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f538d8aabb0>"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rematch_distance[test_mask_rot] = numpy.max(rematch_distance)\n",
    "plt.imshow(rematch_distance, cmap='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Rematch plot\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [],
   "source": [
    "inverse_heights = numpy.max(rematch_distance) - rematch_distance\n",
    "inverse_heights[test_mask_rot] = 0\n",
    "# inverse_heights[~test_mask] = 200\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% 3d bar plot\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [],
   "source": [
    "inverse_heights_scaled = (inverse_heights - numpy.mean(inverse_heights))/numpy.std(inverse_heights)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "True"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "inverse_heights_image = cv2.applyColorMap(((1-inverse_heights/numpy.max(inverse_heights))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "plt.imshow(inverse_heights_image)\n",
    "\n",
    "inverse_heights_image_reverse = cv2.applyColorMap(((inverse_heights/numpy.max(inverse_heights))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "cv2.imwrite(\"figures/fig2/inverse_heights_\" + policy_name + \".png\", inverse_heights_image_reverse)\n",
    "# cv2.imwrite(\"figures/fig2/inverse_heights_stack.png\", inverse_heights_image_reverse)\n",
    "# cv2.imwrite(\"figures/fig2/inverse_heights_unstack.png\", inverse_heights_image_reverse)\n",
    "# cv2.imwrite(\"figures/fig2/inverse_heights_square.png\", inverse_heights_image_reverse)\n",
    "blended = cv2.addWeighted(inverse_heights_image_reverse, 0.5, test_color_heightmap, 0.5, 0)\n",
    "cv2.imwrite(\"figures/fig2/inverse_heights_blended_\" + policy_name + \".png\", blended)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f538d69a6d0>"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# inverse_heights_softmax = numpy.log(numpy.exp(inverse_heights_scaled)/numpy.sum(numpy.exp(inverse_heights_scaled)))\n",
    "inverse_heights_softmax = scipy.special.softmax(inverse_heights_scaled)\n",
    "inverse_heights_softmax = (inverse_heights_softmax - numpy.min(inverse_heights_softmax))/(numpy.max(inverse_heights_softmax-numpy.min(inverse_heights_softmax)))\n",
    "inverse_heights_image_softmax = cv2.applyColorMap(((inverse_heights_softmax/numpy.max(inverse_heights_softmax))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "cv2.imwrite(\"figures/fig2/inverse_heights_softmax_\" + policy_name + \".png\", inverse_heights_image_softmax)\n",
    "blended = cv2.addWeighted(inverse_heights_image_softmax, 0.5, test_color_heightmap, 0.5, 0)\n",
    "cv2.imwrite(\"figures/fig2/inverse_heights_softmax_blended_\" + policy_name + \".png\", blended)\n",
    "inverse_heights_image_softmax = cv2.applyColorMap(((1-inverse_heights_softmax/numpy.max(inverse_heights_softmax))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "plt.imshow(inverse_heights_image_softmax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n",
      "0.0\n"
     ]
    }
   ],
   "source": [
    "print(numpy.max(inverse_heights_softmax))\n",
    "print(numpy.min(inverse_heights_softmax))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f5395ecbf10>"
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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7NT1RgRb3fExiNe2tDbTHGvjPxLmM1PahfVGiGxJdUN0J2gmJTmi+jYz9EBXAagJmWDhI9rtr+L7g6U2BVqDBe90G8xr+wL/zdRZEHqZVRuf2JYkuiMdh12Lo2Uuyt5CU7cpiNQFT8SZJKzvH3ebO+P4jkXJQAmjznuNAO8zXZ3kgcRljdF//XxAF6ICtT8Cmu6GnxdsxPM6hFgRMRZvBPraNuyPtil/WQJDSArhQf8vtiX/I/gX+uIDNz0DHrsCOqsBzZXYI+iwImIq2Pvqz7P+JWzOkKS4Y+M/AGJo5WHdm/gz1Hll3KK6nsHJZEDAV61g+cp33cZLlMdg3l/oakrWBOOCN9v26PsYPEz/O/CV+80H9D/SfY96OyuwMDBowCGRZeOQ2EfmTt7jIkyLS6KXPFJEOEVnhPe4pYt5NyL0dXURUNNnWT+AKdrBctmV5c7ayG6wpBNWOgxEHg1TRt/APan7dspRLTeDXpC88sgQ4RlWPBT4Ebgzs26Cqs73HVYXJpjH9ENxEdv59PKn386R23MfTj5nKNmbpRhcAegic/T2TToMZ34SGI6BmGtTMgJrpDIcgMGD3pqq+IiIzU9KeD7xcCnytwPkyZkBxBa1Kvw2gD8VV/weY1f6r+gTr4k3cyE9cUEnggoffueg3C8aek6x1dG6CT7aDWp/Ad4BnA69nichyEXlZRL6Y7U0islBElonIMhfGjRmcztTe/6DUs3/qgL4EbtmB4HHtzbB7E3TsSx6T2jzwS0wM2PdkxQcAyPNCp4jchPvnWOwl7QCmq+oeETke+K2IHK2qLanvVdVFwCL3OZMrv05lhmwu2/mUfAy4uTv8cvkSTXzSz5oUj3AsC1mRHOLvF9go7uaehkB6B30nHk7gzj01JEvB7s2wfgkcfBhMPx4ijcmzfvA74kD3n0Ard6hw0JCDgIh8G/gKMM+bYRhV7cK7XqKq74jIBuAIYFn+WTXD0efYzq2R3zMvsgmAXXHoUFc27+FkfsFJWQPBf+MCNF7FVSxLBoIYgfH89C34qeJkHui3az2owqS5EG1Mv6wYB1qed0OGh4EhBQERORv4AfAlVd0fSD8I2KuqcRE5FLcy8caC5NQMK8exg1NkM+fKut4AEEtAtbqyVgf8gNeoRrmDk9mXZbWgv419hU6quJalfQNBFe505AcBxVX/awJv9psEwPLW6fxxX1Ny3+4PIZ6AiSeANPa9VNj13rAJAJBDEMiy8MiNuDuql4jrlVnqXQk4BfhHEenB/bNdpaqpqxmbkDsuuoN/qvoD58bX9abFEtCTcGU0WE7/nj9STZwfcyotWe76+z5n0UE1N/IqSkpHl1/wFddEqEl5cxzogVc+OZLffTzbvfBP+3vXQcOhUN/ojvWbAm2vVfyUYkG5XB3ItPDIfVmOfRx4PN9MmcpSLXFunvWSK2QZTpCbYmO5r2UOALOjO/hR/Quck1jfe6ndDwCp/Xx+cfwbllJHnJv4Mm0Zp/ISbuJ02qlGUP6ZF5O1gR7SC36QFwT8z0neH+wJ9lb5VwyGmeFxB4QpmSgJ7jziOa4Z/zbso+9Cv97MvNtiozkm7sbdfyq6m7MjG1xV3Stz8UAAqCL9BkCAq3mbWuJ8n7PZn7FUCz/mFCIkaKOmt29glHTzT7yY/LBO+i5QnLY4sT+JQKD0+4VfgY7XITHEW5DLlAUBM2QREvzbp/+DKxqXwye4M6rfE4+33QNTaeHauqXJs65foLzyViXJgh+cxyO18n8l71JLnKv4Cl1ZevwSRPgZX3Av4lBHDztb3WWCKdEWbo683PeDE/Dqx0088skJXkKGBUv8ZkDLa7D/9WHVFAALAiYPAlwxeTn8P5IBYD/J6nWg4633tX/K94ffA1FNFjsFqAPtBuLpo3u/yXtUESNGhCu5kPgAQ106qOberuMBaJQO1iXGQzt8pnYn14/9IwBr2yfxRnMT6Q2SgJZXoW0pJIZXAAALAiZf7SQDgL8d7Bfwz/xB/hz+fpmLJEf9CUA1SA0Zy2SsFb7OagDq6WYB3yCR45i3fVrH4s5jATi4ow0FbvACQfqAgEDy3lehZSkkhuegNgsCJj/7Att+NT9Bcir+atzpPHXWn5R1QtOG/nrlOvVOfZHknB5/yVqeYjHn8dcMblZQ2BVv4K59X+Cljllsi00O7Em5e+jjVyH28bANAGBBwOQrU2+5P4sPuP9h9WS/a2+QA9fjKbXxM9jAEn7NGXyboQSC/9p/OC7U7KTvrcLedtce+l4iGH5sPgGTh0mZk/32fgzXNNhH5ttDAhN75KKnGRI9yYqE/ziVLbzOr3L/oDRx3OWKbu/ht2H8qs3wZkHA5MG7VOdP5JmNfxkujz61eDNIT1orovfxObaznLuH/gUhZkHADIkwmTXTf5hMyOWMPoizfpp430IP7j+v/4gCn2Unq/iXPL4knCwImCGq4oialHn5gmMEMukZYH8W8Wb6BBC/4EMyIHR4j5nsZjm/GPyXhJh1DJohyNAXEFjko79Ti3Z5h2S+HyizlAAAycLvdzUEW+5TaR7EhxurCZghCAzbVaCZZAAYgOICQa5jbuL76L2yEAwA+3HDEjJNBjyuKsbmsXfl9gXGagJmsCanJ+0b/KdoFyQEItnnDPEOdE+pASBTvBkZTR4zLjL8RvYViwUBM0h+RbwqWQsISCh0eEOFI5BlFgBPjlffBgoAvYVfAgeOBvbk9vlhZ80BMwiTcecNr7Q1029B9mcAz0a73FqeWQUu0/e5t8AzMpohAPgGN24o1Ia67sAtIrI9sL7A/MC+G0VkvYisFZGzipVxUwoZ7q4boA8uNRBkuEcvq3gbRAKdgsHxRsHCnxYABphZ2PQ11HUHAO4KrC/wDICIHAUsAI723vOvIlLZC7WZDLw/aY6d8AncwEFlaCfolLv7s5/9PR2jqxiz8cbMO02aAYOAqr4C5DpF2PnAw6rapaqbgPXACQO8x1SEKQSbAvHopWlHqEJHlnsE/IG5mWgOfQMduEAwUADQRv+KgbUHcpVPn8A13jJk94vIWC9tCrA1cMw2Ly2NrTswvKj2s3Zn8LjU1/sHnrMz9T1ZA8AY6NIo9Rv/5wC5MEFDDQJ3A4cBs3FrDdwx2A9Q1UWqOldV59LP3PKmXPij9tNbd34AaI2nr94VNFBtIFgjCG77tYC66AABgCh1e/5X/z/DpBlSEFDVnaoaV9UEcC/JKv92YFrg0KlemhnmWgPNgP7W6fVnGAvO5KftkNjjLebjVScSzRCJJfsS6qIQyRQAxgCN7sMsAAzNkIKAiATHjV4I+FcOngYWiEitiMzCrTvwVn5ZNOVOBEanVBD6axbESK4fmiB5L4C0ge5xDz8A1EahvipDAAgU/tbRNbSO7m9KYdOfoa47cKqIzMb9rTcD3wVQ1dUi8iiwBve3vlpVK38Bd+NxTYKxWdf7ToqTbDj010XXQ/oygb4RqWd/AUaRrEaMhr2JEUzYeL11BOZBNJeu2WJnQiarF0dM2ZqKmzNMSET/OmPbPKHQFu9bCwje8ZerERGIBt+UWvgBxsDOWD2TN1+X8xyD5pZ3XB9cXzZs2ORoG64vOLuIQEPUBQKAqEB9PqNE/ALfQDIAjAKisHXEaA5b9T0LAAVgQcAMwkArfLpAMLoQ/6sEV/iDUwmNhg1VhxKvauazq66iR20cWiFYEDCD8Gf6XvwpkgjuqnHU224AquCDqgl8oeFZmpc9NmyWBS8HVpcyg7SVtzKP/8pPcPbQkSTXI6t32ysiE/ni2u/Q/NZDbrZRUzAWBMygnRi/kpd1Bq/o9KF/iD/uyH/U4dr7o+gbAGrgbZnM2esvYU/cBpUVgzUHzBAIp8YvJ0KCZyKLe1NriHNaZPNAb3WFvhoyLjAMydpADbyu07ho09fZGWsoRMZNBhYEzJAliHB24pLe16Po4kGeZCQ9nBnZ0Pdgwf1v85cgy8avFdTAS/EZfPvPF7K9Z3TB826SLAiYgmmllgsTC5hAOz/jub47vWr/zMgnnMS29H1+w7QWGAG/7zmU7277Clu6G4ue77CzIGAK7mPq+Vbiq30TE0APnFi1ldvqn+fk6q3J/oBqeq88Ltl/KFtijfx090ls7Bp3YDMeUhYEzAG1NDaN69vP4KLa1e5/XzV9li+/v+U4VnYfUqrshZIFAXPAvR6bzuuxPK4smIKyS4TGhJwFAWNCzoKAMSFnQcCYkBvqugOPBNYc2CwiK7z0mSLSEdh3TxHzbowpgFyuDvwa+CXwoJ+gqt/wt0XkDvrOQL9BVWcXKH/GmCIbMAio6isiMjPTPhER4CLg9ALnyxhzgOTbJ/BFYKeqrgukzRKR5SLysoh8Mc/PN8YUWb6DhS4GHgq83gFMV9U9InI88FsROVpVW1LfKCILgYXulS0eZ0ypDLkmICJVwF8Bj/hp3vJje7ztd4ANwBGZ3m+LjxhTHvJpDnwZ+JOq9t4SJiIH+QuQisihuHUHNuaXRWNMMeVyifAh4A3gSBHZJiJXeLsW0LcpAHAKsNK7ZPgYcJWq5rqYqTGmBHK5OnBxlvRvZ0h7HHg8/2wZYw4UGzFoTMhZEDAm5CwIGBNyFgSMCTkLAsaEnAUBY0LOgoAxIWdBwJiQsyBgTMhZEDAm5CwIGBNyFgSMCTkLAsaEnAUBY0LOgoAxIZfLpCLTRORFEVkjIqtF5Hte+jgRWSIi67znsV66iMjPRWS9iKwUkTnF/hHGmKHLpSYQA65T1aOAE4GrReQo4AbgBVVtAl7wXgOcg5tWrAk3kejdBc+1MaZgBgwCqrpDVd/1tluBD4ApwPnAA95hDwAXeNvnAw+qsxRoFJFJhc64MaYwBtUn4C1CchzwJjBRVXd4uz4CJnrbU4Ctgbdt89KMMWUo5yAgIg24+QOvTV1HQFUV0MF8sYgsFJFlIrIM9g/mrcaYAsopCIhINS4ALFbVJ7zknX4133ve5aVvB6YF3j7VS+vD1h0wpjzkcnVAgPuAD1T1zsCup4HLvO3LgKcC6Zd6VwlOBJoDzQZjTJnJZRmyvwAuAd73lyAHfgj8BHjUW4dgC25hUoBngPnAelw9//JCZtgYU1i5rDvwGiBZds/LcLwCV+eZL2PMAWIjBo0JOQsCxoScBQFjQs6CgDEhZ0HAmJCzIGBMyFkQMCbkLAgYE3IWBIwJOQsCxoScBQFjQs6CgDEhZ0HAmJCzIGBMyFkQMCbkLAgYE3IWBIwJOQsCxoScuNnASpwJkd1AO/BxqfOShwlUdv6h8n9DpecfivsbZqjqQamJZREEAERkmZt+vDJVev6h8n9DpecfSvMbrDlgTMhZEDAm5MopCCwqdQbyVOn5h8r/DZWefyjBbyibPgFjTGmUU03AGFMCJQ8CInK2iKwVkfUickOp85MrEdksIu+LyAq3sjKIyDgRWSIi67znsaXOZ5CI3C8iu0RkVSAtY569tSR/7v1dVorInNLlvDevmfJ/i4hs9/4OK0RkfmDfjV7+14rIWaXJdZKITBORF0VkjYisFpHveeml/RuoaskeQBTYABwK1ADvAUeVMk+DyPtmYEJK2k+BG7ztG4D/U+p8puTvFGAOsGqgPOPWk3wWtwTdicCbZZr/W4B/yHDsUd7/p1pglvf/LFri/E8C5njbo4APvXyW9G9Q6prACcB6Vd2oqt3Aw8D5Jc5TPs4HHvC2HwAuKF1W0qnqK8DelORseT4feFCdpUCjvxR9qWTJfzbnAw+rapeqbsItkHtC0TKXA1XdoarvetutwAfAFEr8Nyh1EJgCbA283ualVQIFnheRd0RkoZc2UZPLsH8ETCxN1gYlW54r6W9zjVddvj/QBCvr/IvITOA44E1K/DcodRCoZCer6hzgHOBqETkluFNdfa6iLr1UYp6Bu4HDgNnADuCOkuYmByLSADwOXKuqLcF9pfgblDoIbAemBV5P9dLKnqpu9553AU/iqpo7/eqa97yrdDnMWbY8V8TfRlV3qmpcVRPAvSSr/GWZfxGpxgWAxar6hJdc0r9BqYPA20CTiMwSkRpgAfB0ifM0IBGpF5FR/jZwJrAKl/fLvMMuA54qTQ4HJVuenwYu9XqoTwSaA1XWspHSRr4Q93cAl/8FIlIrIrOAJuCtA52/IBER4D7gA1W9M7CrtH+DUvaWBnpAP8T13t5U6vzkmOdDcT3P7wGr/XwD44EXgHXA74Fxpc5rSr4fwlWZe3Dtyyuy5RnXI/0v3t/lfWBumeb//3r5W+kVmkmB42/y8r8WOKcM8n8yrqq/EljhPeaX+m9gIwaNCblSNweMMSVmQcCYkLMgYEzIWRAwJuQsCBgTchYEjAk5CwLGhJwFAWNC7v8DXGPLRMkYiHQAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# inverse_heights_softmax = numpy.log(numpy.exp(inverse_heights_scaled)/numpy.sum(numpy.exp(inverse_heights_scaled)))\n",
    "inverse_heights_log_softmax = scipy.special.log_softmax(inverse_heights_scaled)\n",
    "\n",
    "inverse_heights_log_softmax = (inverse_heights_log_softmax - numpy.min(inverse_heights_log_softmax))/(numpy.max(inverse_heights_log_softmax-numpy.min(inverse_heights_log_softmax)))\n",
    "# inverse_heights_avg_softmax_log_softmax = inverse_heights_softmax + inverse_heights_log_softmax * (inverse_heights_log_softmax < 0.5)\n",
    "inverse_heights_avg_softmax_log_softmax = inverse_heights_softmax + inverse_heights_log_softmax\n",
    "inverse_heights_avg_softmax_log_softmax_image = cv2.applyColorMap(((inverse_heights_avg_softmax_log_softmax/numpy.max(inverse_heights_avg_softmax_log_softmax))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "cv2.imwrite(\"figures/fig2/inverse_heights_avg_softmax_log_softmax_\" + policy_name + \".png\", inverse_heights_avg_softmax_log_softmax_image)\n",
    "blended = cv2.addWeighted(inverse_heights_avg_softmax_log_softmax_image, 0.5, test_color_heightmap, 0.5, 0)\n",
    "cv2.imwrite(\"figures/fig2/inverse_heights_avg_softmax_log_softmax_blended_\" + policy_name + \".png\", blended)\n",
    "inverse_heights_avg_softmax_log_softmax_image = cv2.applyColorMap(((1-inverse_heights_avg_softmax_log_softmax/numpy.max(inverse_heights_avg_softmax_log_softmax))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "plt.imshow(inverse_heights_avg_softmax_log_softmax_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(224, 224)\n"
     ]
    }
   ],
   "source": [
    "print(numpy.shape(inverse_heights_avg_softmax_log_softmax))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f538d539100>"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(test_color_heightmap)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute colors\n",
    "# colors = [test_color_heightmap[i,j,:]/255 for j in range(0, 224) for i in range(0, 224)]\n",
    "x = [i for j in range(0, 224) for i in range(0, 224)]\n",
    "y = [j for j in range(0, 224) for i in range(0, 224)]\n",
    "# top = [inverse_heights[i,j] for j in range(0, 224) for i in range(0, 224)]\n",
    "# top = [inverse_heights_softmax[i,j] for j in range(0, 224) for i in range(0, 224)]\n",
    "top = [inverse_heights_avg_softmax_log_softmax[i,j] for j in range(0, 224) for i in range(0, 224)]\n",
    "\n",
    "best_test_action_index = numpy.argmax(top)\n",
    "best_test_action = (y[best_test_action_index], x[best_test_action_index])\n",
    "# inverse_heights_image = cv2.circle(inverse_heights_image, best_test_action, 2, (255, 0, 0), 2)\n",
    "# blended = cv2.addWeighted(inverse_heights_image, 0.25, test_color_heightmap, 0.75, 0)\n",
    "# blended = cv2.addWeighted(inverse_heights_image_softmax, 0.5, test_color_heightmap, 0.5, 0)\n",
    "blended = cv2.addWeighted(inverse_heights_avg_softmax_log_softmax_image, 0.5, test_color_heightmap, 0.5, 0)\n",
    "\n",
    "\n",
    "blended = cv2.circle(blended, best_test_action, 2, (255, 0, 0), 2)\n",
    "plt.imshow(blended)\n",
    "\n",
    "colors = [blended[i,j,:]/255 for j in range(0, 224) for i in range(0, 224)]\n",
    "# _x = numpy.arange(224)\n",
    "# _y = numpy.arange(224)\n",
    "# _xx, _yy = numpy.meshgrid(_x, _y)\n",
    "# x, y = _xx.ravel(), _yy.ravel()\n",
    "\n",
    "# top = inverse_heights.flatten('C')\n",
    "bottom = numpy.zeros(len(top))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 3600x2400 with 1 Axes>",
      "image/png": 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IIYQQQgghhBByT2n1xQWD/jCGoY5IYs5iQgghhBByt6FYTAghhBBCCCGEEHJveXGS7fsahvoFOSiLUSwmhBBCCCF3G4rFhBBCCCGEEEIIIfeVZ9CKTxX5YAeLPo08h6tSisWEEEIIIeSOQ7GYEEIIIYQQQggh5J7Smpd+30/R91mzJb8wYfoZKpZkz78dhBBCCCGEPEcoFhNCCCGEEEIIIYTcU6JY/L7W/cJqfv9gGGpCCCGEEHLXoVhMCCGEEEIIIYQQcl95gZ7FTyMWf9DDW4vRs5gQQgghhNxtKBYTQgghhBBCCCGE3FNepGfxs4ahvquc6kvN+QW0hBBCCCGEkKeHYjEhhBBCCCGEEELIvYVhqN9LNDEMNSGEEEIIudtQLCaEEEIIIYQQQgi5r7xAxbZ94INMPxllzmJCCCGEEHLHoVhMCCGEEEIIIYQQck+JoZOfVb59lnL1gyYWP0tzmbOYEEIIIYTccSgWE0IIIYQQQgghhNxXniFn8fNyRn7W83yQJGbN04tuAiGEEEIIIe8KxWJCCCGEEEIIIYSQe0r0LH5f634K2feDJAyfQhiGmhBCCCGE3HEoFhNCCCGEEEIIIYTcW16kWPzhx3J+0U0ghBBCCCHkXaFYTAghhBBCCCGEEHJPeZGexfWF1fyMPIubc6JYTAghhBBC7jYUiwkhhBBCCCGEEEIIgA9+2Oe7hjEMNSGEEEIIueNQLCaEEEIIIYQQQgi5r1TvWfw0YvHz8kX+wHkWPwPCMNSEEEIIIeSOQ7GYEEIIIYQQQggh5J7SXmjO4mfzY9YPkDnLGIaaEEIIIYTccT44q2tCCCGEEEIIIYQQ8nx5TjmLn0X2vReexdP0optACCGEEELIu0KxmBBCCCGEEEIIIeS+8uIci5+t6qcQt+WUcq0vxgSmDENNCCGEEELuOBSLCSGEEEIIIYQQQu4tLzIM9YcfMYrFhBBCCCHkbkOxmBBCCCGEEEIIIeSe0oKn7rNlEX7Gup+itufRnniNT81zqNyy/YOfhBBCCCGEkPcQisWEEEIIIYQQQggh95UXKha/OJ50nScF5mfpHKNYTAghhBBC7jYUiwkhhBBCCCGEEELuKVEUfT8F3PsQhlo1vegmEEIIIYQQ8q5QLCaEEEIIIYQQQgghAJ6fZ/HTCMH3QSyWRM9iQgghhBByt6FYTAghhBBCCCGEEHJfedZ8vs+j6vc16PWLQZSmN0IIIYQQcrfhipUQQgghhBBCCCHknvK8pOJnkX3vhWex0rOYEEIIIYTcbSgWE0IIIYQQQgghhNxXgmfx++nrey/EYqNYTAghhBBC7jYUiwkhhBBCCCGEEELuK88Shvo5Kcr1PoShTulFN4EQQgghhJB3hWIxIYQQQgghhBBCyD3lrnv33ik5+RkaQ89iQgghhBBy16FYTAghhBBCCCGEEHJfeYFhqOv7WNeLQoyexYQQQggh5G5DsZgQQgghhBBCCCHk3vLifIvvulfz80CUpjdCCCGEEHK34YqVEEIIIYQQQggh5L7yAhXbdreCTL8nMAw1IYQQQgi561AsJoQQQgghhBBCCLmntEbP4vcSpVhMCCGEEELuOBSLCSGEEEIIIYQQQu4t756z+JSW/H6KvHfK9/hZGsOcxYQQQggh5I5DsZgQQgghhBBCCCHkvvIE5bfeB/ff9xBNFIsJIYQQQsjdhmIxIYQQQgghhBBCyD2lvcBg0PWF1fz+wZzFhBBCCCHkrkOxmBBCCCGEEEIIIeS+ErTiOxX2+UOACHuUEEIIIYTcbSgWE0IIIYQQQgghhNxXTiUlfr+qfmE1PxtPln1bOPqgXSEhhBBCCLmPUCwmhBBCCCGEEEIIuae8SDnzacJQ0y+XEEIIIYSQ9xaKxYQQQgghhBBCCCH3lucjFz+bqEspmBBCCCGEkBdNetENIIQQQgghhBBCCCEviCFn8fsn4D4/r+a7Kzr//p/437jjv/x/+Rfx/Z/+2AtqDSGEEEIIISMUiwkhhBBCCCGEEELuLcxZ/NQ8QZM+dT2PHh/c8f/4f/KX8PDBfHv8x//R34F/6V/4iefQOEIIIYQQQp4NisWEEELIPaKUiv/5/+wvobWjKevsLOHy8mjEevBwxuPH+9vjnA3LUtx5LCmW9Zhl7uGDCRedIezsbMJldw4I0Fpz9rXd2YSrUO+jt49lpjlhv198vSYoXb0PHs54/OhY5vzBhMePrm6PVQW1+mx4u92Eq6vjeR8+3OFRV2Y+y9hf+nrzlFDLsc/OX9rh8qJr+4PZXa8lRVm9uXCaEw779R3bvttlXFz5ekUU3a3C+fmMi8fdOR5MeNz1e06Gw+rPkZJhORzv33ms9zy7awGAiua8is7PJ1xcHM8b2z5Nvo6btqzduHnwcMLjR90YeZBx2R1DMSQunM+SuxcPXprwuB8ju4yDbzosK0p3rx4+mPH4cXeOB/5a1MTdWwDYnRn23b16+GDGo+7+7uaEqzA2VQS1u1kPzic87sfIecaji8fHdpqiLj4jzDwp9od+jEyun8/OMi7D2NzM0t29ejDh8nH/XPlzbM/z2p8AUzYcuvv34KX5CfVudY7Pcxwjx3ZMU3J1AEAKc8uDhztc9GPkfHJjUwRowUo/7xL2V+G56u7VHJ47AEhJUUo3j5xPeHzh55F+PlMVrIvv92mXcOjqPX844aLrs1PziKih1eMY2Z1PuAjzSN9nyRRr8Q9FnhOWMI/089fuLOPqcu/KtNYgcuy3aVI3bzx44OfePBmWfZjzJ8O+u38vvbTD2931Pngw4fHlsV2CUTB5eJ5x1c8jL83+eZ4Nh1Bvng1rN+efn/s54OGDCVdX/ZwPoPmfuGdns5vzHzzMePzosqs3Y3/lW2smKN292uZeP0YevXU8hyV19/bmevp55Jf+/m8i8rt/5Hv9ByLoJ/2z8/A8P/DP8+l3jbgx//ClMzzq5sDtefbPhIh/ns8ePMDVRZi/u/d1zoq1+HE2ZfH36iwN88jFxfFeCYAlPFdxrnnwcOfe6fOUsQ9zfkrJ1fvw4c49V+fnMy67Z1VDHwPAPBv2V++8DprnhH03zgDArLh5ZMqCR2+8fXu8SMVPf/ZXb49PraUePNjh8ePjeV955SW8/vrxHHF9Amzrgp/5hZexrNsdE1V87OVL/LbvvwAAfPSjD/HGG4+6tudhLbWtg47X+8orD/H7LvbBOFTxHWcte0bV9wMnFj8Ds+3c8Re/8CZq99B97le+ji/+Vz/jxjKwvWv2/fz18pmbv3Zns3v3AkCeZjcfPXjpHJfdO+7Bw7MT6wI/NqcpuXXdtv66ONZ7PuHq8bEd7fq//UyyrQuO4/fhwzM8fnQ8x7Yu8A90ygnr0s0jD3Z4/PZVdzy797OIxMf5uk+O33n40hkedeeYd5Nba231Kmo/j7w047J7l54/PMO+mzdVxf2WAm7mp+79fD67tcVuzsM7zsyvHc/Ps3vXnD2YcdnNm8kEawn3ajYc9v06d4fHb3djJDzv2/vZr6XOzmc/Rh7scNHNTTn7Nf3NZ/168uzBDo8fd2PkbMbVhX9P1OrXI3mecNXP1w/O8OiR/y04rOGyYV2PbXn40Lc1XouZ4t/8X/2Lrl5CCCGEnIZiMSGEEHKP+NVf/ho+/7mvus/MgLUzNu92yRm4p8mCyNPQgq11Dkal3S4545WpotRgIFFvjN/NyRl0pylhfzieQ9CA1pxRcZoM+32s92h02Azp3vAmKs6INs8JV/31BjEGADR5g+luNzvD2lnos5P1whtE5112Itc0JVx1fbjZs329OWUsB99nfdtTEhyC8T0a0aZdwlVX727OTvgUFdQgeqScsHTGu7NdvFdeLG5oMMAZ0ubJ99Ful5yAYyYI9i+kBKzdrdjG5vFL05SwdGO3tc1w7q538m2fZ2/M28amv1cpNfQa3W5nrq3xmdg2QojzNtqMoMd69vu38cUvf/H2+MHZGb7/+37Q1avSnNEwCqGj4OqFYgCYQ9vmYGhOSZ2RDQAUDf0tj+MqGutO2dtyTu6ZiOMqZcO6+HH1K1/8nBNbfvAzn8bZ/PDY9tk/3yqCGq53u57jOXa7ybc9qzM8A0BDhchxnMzB0LrbZXe/1QTLIWzCMGAtfh7pBZlx3gRqhTeSTtmNkd2ccXV1LLMZhX2fqcKNza2PjvXmyXDo29oAiD9HNnHPwDRnt2HIbNz8URVuXtiMz+F5PvT9PI7N3ZSwdobl3VnCVWd8T1kHoURUgHY8zzyZe7ecnSWsizeCi/ifuFOod54Trq6OhuQ0GZYgQELU1bs9E91zNZt715x+JgTL8u4y2Bc+/w3/Qatb3Tf1TP7+bqJlt5HBxL2/ge090Pfj2dmMw6Gfi83NicAmHGhX73T2yPXJ7szPZ8kUa/Odlq2553mezW0OyJMNgut6WF3fpZzGZ2Lv569a/BwvIiid6na2m9zGht2c3Htkexn7G5ZzG9cwbt4UrKsXPYAFtR3LvPHmW3j1K8f1lSbB5189Hm+iVhSpvZB7fn6GNx+doeC7tnNoQakatuYIKhS9kPu1bwFvvfa563PsnCivqsOmuZyzE+ofPjzD7w1rtJH3Tmi5D2LxS/aK094XPaDZ8bjWFb/6S6+irAXarWNsSu79M59Pbg7YhDNfV8oZcBuTznBw66DJPWci2NbF/fspJycO7nYJ+37ezAnLPm5kaH7dF96Lm1h6PMe2oTNsIkvZrVF2s99YGtejG/59M8+Tr3fnNwypqhPqgW3TnJs3zycs/XtyysNzJK1B5HgT41ppOss4XPZrCUULTU/Zb4KN76dpCkK+AK2VbdNL/51ujEw7X68lRQl9FjdKTruMQ7/OnbNbF4kIahibOat7t0677MaIZf/uvbmAfozkeXLrj2nyawsRYF2rqzdNCaVfS+wm7LtdRDklLOGh+PUvfx2f+YHvBiGEEELeHYrFhBBCyD3i5/9/v4YluOVsP+t7U11x4kpKcOKDiKAGa8d6KO4cyeAMUfNkw87wSGvVCUMpifPcU8MgwF5drU4MVYMzMpydeWG0Xf+nN07XWnHoRA4zcW1XS0D1fVbCpZjCXd8so4dcpNbihARLcGXMvPcjABz2zRm5zZoTpFRCP7fBWRdrKc4glpI4ETclwSGID4jiuTVnwFedcLn3go2GU5Syun5LyfdzSjZ4UR4Wb55Wk9BnzRsNRYEwRmpZnLiWsrh+zrkOgs7h0ILAVl0fiTY3Vk/5Ua5rcR7Oayn4tS//xu3xwwdn+J5Pft+xwAlruUgLYwInniNv8VyX1RkjUyzTdBAxYwNE/LiKz4ScuN5lqW4TxtjWto3fji986de85/zZDt/7yak7RzRW6tBNy8FvqjATHK7661Ms+2OHNFx7n7onozgxzVJxYpOpOKMxABxCS8zghH2Rhv1Vv6Fg9OTZ5p5u3lT/LK4nNlBETP0YUQEO+/7aBIBve0vm5vicqzPOtybDGCnY5ujj9YrrI1Vf70nxpxWs/fUmcfNzLqM4HjVnkez6SA0oh2AElxApoR5Quy6w1Nw7rZR1rBeGXtnZ+rWf83LYQCCDllaq3zR0SlCOG5O2y+3LVPcdMzhPPIFiCfNmsoS19H2kWLsuaa1i1AXVtU9swaGLfGAZTkxdpQASxohUP0aS4NALBQocrsL8XGO/V7chyqy541r8OAQAEUMp/h22hI0LJQjMaFvf9fTj16zi0L3TloOgNb9h5PH+LSzdvbg4XOEXPv/l2+MHD3a4uIgC80j/nW0D1KeA9AqAbYMJWkWT2P7mx1udcHEt0pjJE+ud54b9/pgvd1kMLY1j+Ench1zDJxma6z9oYWwt2CFPO7dJSS1Bz49jrpSK/Vv70UvW4IQwTeI2gG2iqK+/lIJa+mdRXfSEWuuwno6o+nrN4AXXw4IaXlDJENaXin3nndtqxRo2Xm0bZI6HcibY95uXVNzce9gvw0bKTfg8HluKvzn8PAJsS+l+c+E2x/e/QdSt89alQtX3s6psG1lv6/Vrhdba4I3brus6tsOwdvWIIcw9Y9gdCV7Naj6aBMLaEftxzZYmu/7tdn2OpO4cy7qiheXmtom1f7d4kRao7l7hsAybfLeNhf3mWkHp5tGrsrrIVcDW9P73g6adm3sl/Abb/u2v97N/7/MUiwkhhJCngGIxIYQQco/43C9Hr+IbN7Wj5SJ64V37at0eTbP3djxyNLpsdoDO0JwyMAih3oCyHKIR2Z8954x1CeHMQgsOh+aNdJrQ0BvaN+N9b4zbxJre8JQgnVA4TxmH1RumWrsRnDZKEBpMDZu80tUbDPrRy7IFN4ecbTgvAGdUCw6iEFP3d0uKGu5nDFkaDZMppSGUdWQw5ATDqSVFC/WuqzfOb8a+o0dGSnkIrRepVZ2Iq5acYBG9TIEbL8xjA2voZ7M0hELdVJPj90oROOFIE/rRd7Le4ut9+PAV/GP/6H/t9ni3SzhcHcMEQjAM+nivJAgGW73+O7UGDaFF46ZhfHI2iepTn/tPoXW99b6vMCgKcjIs14Pth3/X92J3Nt0Kw0UUD6ab82117eaK3Xzsk1cvPoq/c/VD6J8JAPjHf/JP+Osx34+C8TmKGwri+I1eOyqGNlyvZxsTnYd6mPM2g3IMxxq9hsWZJhsUrb37eC5V0JtRK/w5tnH4JDlG4S3tp+5vCC7bxH0mkmH9Zh81HKIYUqsX11rybRPzIueJVtR4vS1WojihYvouGKaeJ4tM0ryxXZovZaon5h6/AWqbZ7oNFYjP5k08Bd86/zQKNA6j6Kk2nCF40TaBuHu3PTc9Kan7TraE0o1XhaLGceWnuCFCA5qihTEv4Waowm9uaHAbSOoJcSoK6GbiPlMRmFn4vu9nVUGrx89ME6R7L2yef+/+HMW5dbwTW/m37Udu/3bIC77wa38bv/alnwIAfOQjD1yJ+M6/Zffjt9dwAQCTAC0DAN64wLbTyhUV/MHwrFwh4fy6DAC8iYJfvv736HU5snnfv3x7vCyAJF/H+GS9WM/i8dl4ijLDDo2x1BgD4ckVxTJF1M2y30rfi//7J/5Z931LGf2eBW0TxLr1i7ZtbRk8PuM1lLUivGy2/3TnTknQ7/eptbqNhuuhbFEbOjRElYn1xogkcY0OXK/JupAEtYyb2eLNjp7v+oR6r8+M/oJzSth3amIIprH9rgnntWRuvWCW0L/Xx7Vku23vbb1TcoKriJ+/Wq3DHKchMlM2w9rV20o7MR+FKEM5RBAJkQa2zUFjBAbn0Zt822M6llPLl5Qt/FbzFxdDmW+bc/0FpxC6usY13Yl5c5r8xsH4pl0PJ36Thno//0u/Pn6HEEIIIQMUiwkhhJB7xLe+8RbMunCN5xmXXZhI0c1I5YxEVWCdcWTOGWtnLIjhdoFtN7129ah6A8tuN+Gyy2MmIiilujCY9egCCGALZwYNIXmD926r4gxNKgkqR4PqbhdzoG4m//56JRls6kKznU0olz63W40GETTncSAqzhA37zIuQsjS2NYGg2pvUJmgXb+eyikH+H42begjZu925kR5kU3Y7q+31OYEHE1e4DhVbwvhdFX1WoS8vt4541A7Q9a1cuTGlSo0HcvkXcLSGatytkGUFjOoa6tB1Yfvq3Uci+7+qrg+y5PisB6PTwm/onD3V0XceJ6mDFQvOMd6TRSp76OcUbvnaKv30p1j69fuWMyHip0yann3ejdxqfe8NaiukOUK0tbNo3tdgVLxqS/9515o1glZfH/+5B/8MczT8SfEIoqPP/D99bGPVuSu3b95eYbP/eYP4KILC6ipoboQ4m0Le9mJPGe5IKU+PKHhEMZibRXahYG0dIaDHtuXkrp7906h6d13VN3zm7JhDeppbeq93kV9OywBGoTuIOxv97ff/KBhbCbnxbM11ssUYn48p6Sw/lpObFSxZE7INjP/LE4JuxgZAN6rO2dB6kSpKSdnRN7q9W3PIa+vWujnZIPhGBqEwZygXb2WE2rxG4KiipEmQTv088YWHeF4DkEaPFwVvaqRs7hQr2kSpEM/B8qwEWWeEpZuPI9etA2aLXzSnIE7Z8V66DfVJFg350WBB7i+F534kFJ23Wg5oYbnWs2cgJGSn/fV0EfH3jzqggqSJnX9nEyRcydaTzZugKm+3m1TWB/mdHLtiGkkgOu1gBvPyT1XpooavKBFNyHneH0CdP3apKL2IpUA/8lf+6v4J/6pP3h73fN8hk999w/h11/96e16k27j77YdCrEM4CNdPYqCGbdyRwWA4oSsDOBHwiYDCZ7uu7BN4mUk/Pj83zp+MAN/b/0r3TceoJRXbo8Oh5vx3W2kajPQjYsymIpesPfvoOo+uT3P4vncELegPLmeR/oyfvrhcTPYggStb3XnVDT9pHuGGpqb/26iCsx5wlXpPWu3td0NKhVhf8jmJdqN1ymbC/8rUuE2RDUBmg1pEXqPZRXvNRs9+oEtJHTp6s0hZDZ0i8LgEB96fkvJ0nlOqw0evFHYzuZDVecph00SMpwD4tegW70+FcroOew72nJ279OUMprb4Ab3Pga2R9vXO4Xr9WuUbTPqKGyXcL3rGufwsc9cP8+xXvO/QWobhPoU8hRPU0LpNle2Vt3m2tYaxO9ZxXyWnXe5mbg1CmpDCtc7peSub3eW/HpCG8y9Okev7y1f9vF6v/HV10AIIYSQJ0OxmBBCCLlHXFzsMc1eSOmPc9aTucCmufPsMXFl5ik5y4CqINr7RQTTfDQYpazI5XgOSz5ULLAZTHpDM0SQu3NMU4ITTa4FWLgiinl3DGubp+x0hJRH4UhVMc3HMmqGaZ676zWsFnK9oXgnNPV9lLJiqt2xjaKI6pbj8QYzwdydY5q8AU0A1NZgvTeQNuTuHJrNt8N0FGBlyyV6+x1R7KZeODJY9GypFam7NyrAPPk8Zq27XjM94U1imHe9QGeYuuMpGyQY4VqtsE7UMpFh/BbnYSYowfVUw73R5I+nrC50qmAzgNnsr8fXaz4k4AkBx8JzE49z8mIjsAn5uROTRBvy1AtH4o5PCSlqcM+vJUWeEr7/p/4dnL35G3g3vv/TH8GP/8QPu88enE3u+CPTik++4kO+KhZndPze8wv8ud/xF/zJ26UzZF6sGefmwwe34Ax0UTLOLYrjXrT6yv5j+J9+8Z+/PRaFG6ubeBzEU/OehaJyPb9s5KSo3b0SACWGwjVF7seVKaZ8nK/sRL1RcNNYb/be96cki2y+bXFsnhKLVaOgbNh193XKBlH/M7FWnzOwoWId5it/vBR/jpTUXW8Kc1yezG1MAq6j7fa5GZMBu76tCdZ2rt4aNm7kdONd2tW7O96bnG3w/pImXsAzBfp5Ihla12enxOKU/KahLddyyKk+ByEFC/rJ0swwdZuXtvdRN85UhjyaKQWBQ/0ckLJCk69XJYjFWbFr/Zzu+0hk9Oq2tHktH48Nc/cutaTAWVC5SnPvZDNDnvtQvYa5O97mY3+KlOzae/z62Ay73PehQocIC+3WUxDYlg25+87h8SX++t/7W90FA+fnM0R9/uCHL30Xzs/n63ak23/fHK/t49jX33G8XADxZXiWJvzA2dHLF7XipfgueLy690Np1Y1pRYNINzcL8FL+JBa7AABcXLwM4Ni2WoEfw4x+Nv96+e04a8dNfDs8AuyYUzuG0X+enBZ1R7HvSVzJjLN2FKbeyK/gu/D67fEje4iHmz/3LRdyjgc4Xvcb+lF8rL1xLCMP8RIe+TJ6jgc4bu768vxb8bX8vbfHB2R8c7Lbp6GJoOqKXuUVhFDiDcBuhzyZ8/xXE/cciQh0F+bWbDDzG4D6MiqK2b+6IZbCBiBFa/3c4ucngUBm//zmICZaSph2c3cOwzTHNVhy66M0pz698rDmFtk2fvp8ygZ1YfIVUzeniymmMz/HmSbUbvKYctpE85syqr5ebGvsPsrCPGWsbpOJIk1dParb5sEOUXXesimbi4Qgur1zXZnkNwam2bAe/EaUaer7SHw7ACT17/48+34XFeTsB4UkCRsIwryvgjz1ayF/DGzzcRTU6+zTMeTw3ssWx1XC4dCvUXy/CjDUGzcCpkkx1eN5Hz/yzzAhhBBCTkOxmBBCCLkntNZwebl4b6DmxRgNIdS2/MTenlVLDR6iwcvUzBlkgC2cWy/GtCbOEzWZoSSf/7EG02RrPjydiDfEJxtz3pZWB4+E/ljNUGp/zuvwyD5542bkvj0UaG8sUt1Cb7qN8mGXu8Q+EmcgFzTUVtw5Wl0BqeEcfY7QMWRrLdXH4a3FhQrd2hTDJQePySA2Ru8x1TEfXwxfhxavV4fv1BrGkXgjlYiXIrb7HeoN43fzEu/aauK8VwGg1eKM/a354L8iftyJAggiUG3hO+J7xFSA0I+t+O8IvNiyhS/sDYYNQAshDeP9UDdGTHUQMTfPj/6D7Tg/+ob7nqriT/zJf8R9ZnmCdl5x2431Y27OF1CMYrE7NxbcZEf319edR6/gxuYJ9WCW8KCd4JP52/j3fujPu8/+5c//D3HVzgCM4wrYxrwbE/DjCCqQ5AWrITd2821u0QtuU9ccLeYd3apyReKcN4Tdjt9R7/WupkMZVThvcxXvyRQ9rYE2iMemhnnuN3foFia+q1c1enP694CoodcsLY05qbW1EC1CkPt5H9JHV936bwg9W6HSG8krLJSxWET8vVCFF9gFLorDlkPSn6JBnNfVKU7lMfb3RtyGIFO44/geBABN6jb4SFJ0jtRbdJGQwzeKoCrqvK+3MdHNTwIn0G5tKc6jF9Bw/WNbUeHvDXzEDYG/D2i4Xhv0D0oDgndbi8fBQ7/t92hduoWvvfY2fvXVY5jSPBmWE1EbKvwmgjSd43vatqHG9gZbdzhczzVYgJfQ8MM4c+eZoJj6lAzJsNsdNzy01iD7uG45bBsYbinoN5I0tPF+XH0Gj/H27TfipKrdfwHgy8uPYNVP3R6b/Cx+QN++PV6Qh/Cvz4uTT0mcL8MHp8r88ks/gq+effr2OLc9Sj72f4Ei24Iix/nsrF7g0h66MkvqhHUo8qwonYfseX6Ey91Lt8cLFN/IHz+WEcPbugK5f69Ut5ZEE/QPpkCA9AAQv5GqhZdJw8173a9dveewj1BQa0HcqKJafdj4Wt26ZVtP9vW26+e5T8nhQ/xfB2ru2gEgbHxQE/c8CtS9F2oDehfs7RTiN2SK+jD4Na6VChCirKjB5a6P46vW6ucRbGsqN6+LX2NvkXuaO27NR0mysDFF4m+bUoc1SU7+d1T0Et5+D8F/ALh61dQH2Yjr5Tpu/9jWC36TZgyrHX/roFW3Nt/WWL6x/XEpo+++Ji+oq/r3AGobrndbq/eCsg/fjnB9V4+vhsg7hBBCCBmhWEwIIYTcE37ll34Tl5fec6/W6kLumioOBx9ybOlCIbfrZL298URVsO/KnIVzCNqQR7S16kJLmhmWLodvzuKOt0Krzy+W/DlULbT12lvQiT4FBxfCFLe5WIHrUMAn8v313gdm/vrmGVi6483Q4vNAA9W1LdnkQvVt3thBfCrF5SxOKq6eabZQb0NrS7g3cPWYCg5XfdhxOLEc2Aw5bkyYYL/vw38rDiG/9BaVrhc0zIUI38ZIzM05qjN9vyZTHPZ9GO7RK3pZyjAW+5DoKj5E+mYogrN+SRg3KWV3fCpscS0+N2cycW2dJbnjzbzqDb6qcN8xs9B2wSFufqjVhTLexmJn/ZzM9SEASCs4e+PL+NQX/l9bmWuvZy1+LpimCecPPuE+U8N1bsvrc2nBRx4GkTdhMGxHW1zD6sNZol6HxeyuDQ29nU/Qejv7zcXgSWKxtYbJ/Ln/9e/9y1jbZrBWFfzU678N//nrP3rdlnYtVvUbQuD60cyPTTU4b6qtvdWF2NUwT0zi54mtcm/xzUlD6F91YbcFJwSTFp7X5EN1Z7RhTtvy63bPax7r7Y/bbe1Hcla3V0WyYe3CRGYB1riJZBWXPzonn7s9mfh+ve6e0udTFrjrmXJzc3ip6sILA9t7rtZ+nvc5E1XFhWwFtn71Bn9198/Mz8eiBWv0LK7jBqY4euOYEMAJFqoNS//MJwzhzKNsJtrcd/KMYQyECKbXm4A6ETQ17zFoEnJVjkyAezds64mun03GEP+tOQO/Jt/PKg37EHWkrAVqvVctwvsGLr+lqqBcPXbn+NbrX8fF46NnaNEVv/abX7k9Pj+fhvUS0FCzN580FXzMfuDmzzhLBckJbIAGYV6D2C1rBd7sNtM0oNXgcR7FfSR4Z+nxjfpAz/F6PYq9fxgP3d8NO0gn/x7wMvpc1z/f/ih+bv9Hb48f4jH+OfyHeC+oEPwXn/nXULv3zR/+jT+PuRzv29v5E3hl+XZ3/AqwvOnOI6hORNzLhLfSx26PCwxZ9qhdepK39QFWO4r1tTVIF8GkwDDlgtIJyG+nGUs6lnksE17X/qFat7TuMVKC+PQcEjzeL/Qc5+vbLlxwLWV45uPGIVN1azsVvybB9fetT4Whfo2VTLDvnptSdNhMaElcahMTuPWhCML6Hyh1dRtNVM3PE8mXWdY2zOE5ieuDZH6tt9Ub53AvYmqYj+L6aV3GqAXTlNy7MGVxa+rWDDJEc2ko7jdDDut9hLZvfepSm6hfu27zYpfnt9YhOpGYuFDNNvzOAJbuXi0ClGV1G8OmOQ9zdp8bWVdx79KtHkF170a/lm0C13bg5v3ajcVdrFfdO7mUsh334n+2sFYXLHsfIru/3sMe+I0vfw2f/oHvASGEEELeGYrFhBBCyD3h53/21SFfYJ8DC9jEN/edSdzxTW7hnsvLgxM1a0tOXMvZ51IDMBiMl7WhT0eVs6FGgS5cz2EfvCLgDeAp6SY+dZdzeRk8cStc23NWlCACHYLH6+FQnbGsNZ8XWFWuz3k87/7y4EKF1qIoXWNtSj4/InDtEXusd12rFy1zQin9bn4M4Vf3V8UJOq3Bh2k7cW+WxXuTLEtxokFOOghl0Sv4YMXd41bhxpGZDPfuqqzOULddrzcODuM3iCTLobjrq1NzxyJyHd7xWO6A5sdv8Z7SpqPndDwui6+3lTYKzNdS3229l6tvaxF3L9IJkTqkgMW6FvcM16TDMw00vPSVn8HL3/oV9+mDBy+78Mzz7gxmD9x31Bafq9kaHpzF8xcgeBZHSlPULrxlQxmEjWufveO1XEvMPZsIEI3m/jyb56L/zu956VV3/D35a/jdL3+5q7vhZ17/QSzXgnJKhoMeowPMk+FKC376rZtwsjrcC9TqvPJrqW4Oa6aDl/smFhw/Wxc/5rfnxo/fFq3ZzY/HVvw8oSLDONrchbp6S3OpA2qD84S6rtwdrsUb1hsA9HON+OOb77TO+7FVRevLFAChX4OWgrL6gArb89oXGDcnAdV/VuHqrWsbcyUDKN0FrKW4eb6W6t6F4p3ytvIirm2bGOCSlsbgENcn69rW1G3oKVWcELERPPeqotS+reN8e8oLOv69H8+l+HnyFGUFSpf/vRQv8EjBEDJb4D+rtbo5bBEM7yg0v3ZZTdxxWcXl1SwA6qO3+zPgV179Mr7yraPw+JGPPHAbCC4v4Y5vq35r72+0AC/9gR85/r01XHz+a+5YXnvDn6N577ztuv31PcEhffO49kUGufj79Awf79My4KUQQUHhGxJjhsi1+LpxgXNUCEb//ye39UlUCM6Xb6N0obS/9uBH8MbuM8f2t4YvdRs4VpnwufUCq3WpRtYrrHIUdS90xmup9/gVZBxQ9Pid3C5wmM67tsAJWRWCnPdY511XJuGqq/dKMtY4eRXdPGI7TkWG6NdODYrlsHdC2bquzvMWuA5x3s3r20ay4zNwdXUY0sGoKtZuIsitunXosvh16faO82NEJGPtBdac3HrwojbE1fqNGHpDbcnNR4dDhXvEryPk9D2XUnJtW0ty57y8rC6aALCFxHbrMsDN2fv94v5+aire8qz3grJf75dSkEI6CQtRjrbfGV29V8uwOXS77Hdu63oo7h116n2VNWPtoiXU1c+lVxd1+F0FIOR+9jmoD3s50Ue+n1PKKOtxc0NZ4fvocuxZMwu/o7I7Plwd3DHKdeqPrvkp+zzO66GE8bsOebZ//u/+KsViQggh5AlQLCaEEELuCZ/71a/BeX+eyGW57aDvDQENrTueJkPZe4PYZkD2Icb6Min73fuiMii/61qcFmFJnENGzqPHZKvN5beUECp2Osu4vPDi6Xi9q881a95wbUm9wQI+9CiweT71bZ8mw1UUpZv6sHrV5yK1lIHOw+5U7tlSBehCwYoloPNSSXnM+7w/eAF2WQSli8M36eiFF4WHunoZwUydt4alEOoOm61vSHDZtSOZYR/uRQztvLWr93CGs7RufRTrrW70qogLXbd5J8fQ3UEmab7ezQsxVBQPixcxt1vdt10HoWULtdgbiQ3oMkiaJUCv4AvFENP+zxbD0V57Eb/0+ucR+X2//w/j45/4rtvjR4/edOFvASCnhNSFvN3CAvpnyoL43lpFRbxWgRtX7+AgHGRgBKcm2LBlZESGkzdEM/An57fxXfMvum/85Ee8mP54nfEg+UgF/53P/qsAtn4dmh9CN4sppMvDZ9kgwzhq7qKjBCNB91aVQZCMhUR8GOqUbMjbff3N8O9eEPCh+E89a77ETbhg74lbT9zjvlBSQer6KCfDGrzCNYgkmgzWndhSgmkXPcEUJYyTJL4tm2G/F+G/M/FrKxREEZFB2ZbNRdR9EkPBnhhI/kjUhxZVHYSjIZS5CaRPr2DSvzqghkE8Vq0+NcIz9Imof89B1HtWbnkeQlubDw2r2FIyXLOFdw/znlthAE0VtRPqKsSdAwD+45/+W+74LORej5x6ZMwU5Sw5AbDuC+qbl+57afLnbh99xW8AePx4c3N7t/pPiEkD8SthQ8du+gR25588fn3do118yxdx4nGcO6/H6+1HCZ9tvwcPcfT2/RjGd8vT8NfO/wD+3Mf+e7fHeygOtnPjp5wL9vnoFVxbQ3J50wXfmirMpTip0G6wH2BYs98EdSl6vaC4ucyX0R7076c2PFOP0hm6/U5omLB278bWGqrGh2p42gdqay5kPFBR1mVY/zXx4XNTUqz97sjmwyPX1UePALa5020+QtvCCF+znhDX4masLfJKv6HJbxarpSK8PpCnPP4G6P5eaoVIyC9s4vMa54RDJ6BXaYMQv3lp932UnIjZwnxc1mWYs1PyGyhF/N6QZSmuz27P3Z1HLaF2ntOlFDdj3Qj2/bMXoziZ+rVrLWUYTDfru9u2Zx/9oZTi1ge1tGGNMc0J+xBBof/OshbEUnGjwhbloXtuCxBDjyOsE6cp4+qyXzfCnWNdx7bmnJ3nsIiPVLKsh+HeiPg++twv/hqAPwZCCCGEvDMUiwkhhJB7wmvfeoQ8HX/A73YZVyFsXa3F5+dVQerKTLvsPM5SOhVmUzBNxyVGzoZp7jwY5+TD1uE6JFn3HVMNbZ1QcXB/j8KviGDq2zp5w1jO5oxNwBbquM+hmC1hno7Xd7bLWDoXws1YVyB2NGyJJuTOzjXPyRtw0uYp4tqqBXnq29acV/Q0pSGkHrCgj4CZNCF3oRJ3c0Jtxxx6KgJNvl4zxa7LK7o7m1C73HEp2+A1rGa+j7JinkL4uCWK45sg3LcldeMqT+bECo25xrAZglN3fWaKPHWbAXIa6p0MzpicE7BOx7bvZoUcemOpoIbcf2bbNfbXu669AfJUHzXkqb/nFanTC+ZJx/vZZMsd2p2jf9bybMjtOLBMZTNuunrFPScpm+ujnBMO+wXT5euIfOSlV6CdgfPlhx+BJm84tQTn4pZSgcCHcxXsnbJS634Q6wZ30cEMeCOaDm7C/ltSnezb2pj7DqjXAvY71XWC0RkZ52mPuHHi//p7/pw7/utv/C78u1/7x7dal+afk6Qo/f3MhjL7EL1xDpuSQXsDcjJ/jikN4Ui3Z+d4nHJC7uafaWdOvD+h1yEldXNWToK1ewY2YSKUyd5rLk+GedeFh54NehmM+QZnnJ935jyN511yx9EYDmxh8HuxdOsT/76JKQzMiutrSw2pe07SJCg1jLXFhzA1EXS69pDn2UwHb9Ckij6N7HIogPlneO68FYHx/qRs7n7GY1EMY3eefa7gKQvK2s0TafSMt5TcOMrJsOb+WEcB69rP9PY7WVFKP2cbUjremy2HvK835+CVlwzW35usw+YTUXHrEMuA5M4rra74f/7UXzt+H8A8Z1fP2dns+nmaEna7zkM1G8z8mJimDJxntO5d1mSP9mYQfj8WTCxvFkgnjKgaFH2khQY319x4/rucnXgyQ27bBO3y7No0IZ291BfA8vqrXXEZ5tMWEp3+XPt9WDvv3z+FV5FwcCWehl+xT+Nt9WGx0fzmmUfpuwCb3d+LRvm1+c0TtUA6j9/W2piQPAvgTusfooaGt6Of6dr8a0wAZO9hfp0M3hMTzcY/h2NFg1pBzv7dY5ac52nOgrL0G7maWw9Cruco6efb5MKzm8Gtmc1keOdOU3brnWlSFz1gO4cvY9lvatrtkktDkUwwdRsqVARNq+ureUrYd+v1PE2Y+7QsplsOjL5e8xtCd7vJbYAxTW6dBmze6q7eXcb+6vg8m4lbD6oCEoTQafZez5b8WlV1m7ddverfudMuwW04NHHnwPX+pn7j0DT5dCcpqYsWIyLuGAA0eU/hac5+k5AZ8uTLxE0Hu92Mff/b0QzWlWkiSCm5+TZPPox2ygmpX/+IIIV6Vf39nOfsQmCLCiyFMZDM1TvP/nfut7/xBgghhBDy7lAsJoQQQu4Jjx9dOWOSmfjjpChrMMQ1uO8o/HHOOpgWIc2naWtwQmEyQU1REIit9YYvU2DK3ti9Hkaj5py8QNmX6UU14Oi113sKizTkvm1JYPB9FnPMSWvOO07ghdJkipYn9/fWvDFQxZA7UTMlQ3OucEBrc/CXTMip292vitwZTsxkyBnaUDDvOqHb1BmxcvYy242jUQoe3Cnciz5goCpQo0uhKFKXgNbiOUyxavAG1AbL5srEsaeDYdbLeyIIY16RexHbBHXIBRnGvIjv1yxjiFBp0D63rxhy6g2b5rySbvIHeh8uf31qgikcRzO5aQX674Q+SiZoyaAhPDkATGfJCUoibejPKRX3LE95D+k2F9S2YEUUor3X5kklFqc+Gt1QZfDgCb7FrQ6GTKC60M4Vo3fXFma0O66Djfw6v6NvXgy/+sc+9gv4Rz/+9915f1M+cpszuTXgG69PeP0Le8jFUSv4K+lP4438PS4yAnA9v/QevirInbE3JRs8PkWB1nt/m5/3VMXNNafE4u07/TOOYCAXJ4QD2zPbCxFquolp12RTYA4CbDDMC/w8oKpIfb0hLyewPZsKLxrs5qPyYybXOah7Kkz8M+03s6iPUgGgZS/8RGdEoPWP3iYihF/WqhWpmwcO+zrknk0W3kvqHw01v2FLw5wNNHcfbsv0ooEaUidsmengMaiqrt9Emo8qoOLuDQCghidC1F0vxIskEiI9bG0BUidKqwnmnZ+zY1urANq920ThRIP94WIU25IGz0zDPB8rVpXhWMPzmXMapqm6LGFPSQNCumF8NAMf6QpeGcoXunmztRNOwjKEmX5CUAE0NGife33wFA6iDhqmj/zW2++0BqCtTgyr5RLl8qu3xz9Rv4A/KZ+9Pf4GLvDrfcQTPB3fTB998pdkCp7P1xq69p/5zQZNk59jbkL39x7JCe47FRUH87sYajnA9bDotivhBgO6SNY3X3IbSIaUAU+DAmiCFLyUUzKIW89VaPc8NrRhs5eqovaRc6S5tTha9evftq0n4nOCsL5zop7CbbwBNhGzOGFX0NxaDsjO+f56/dRd3rYW9Zuc4jM9CuoK7UT+4b0mzR3ffKcXbTdxuNvgIhjKWGzHpD4ns8BtdEQ8xvWat09jIHD3r7XmNu5u1+uj+Kip+06D/60FCDSpe4ZSMgh6wVWRuglYMLZVUvLpiFRh8XrCsaq5hcb2m6Y/qbh6IYCZ3/hhWaHdRgU1wzQdN1epCOYYxUHEhei2ZMjdu+/tty9ACCGEkHeHYjEhhBByD2it4e23rtwu7bJq8LYSn69X4AxNALBIczmitlxVRyObms95Bmxepr2BozZfr5rPPVZrRQnxZ9eqzgAgyR9D2nWo286gUXx+5VR9DtiURs++2nwe5FSq2w0vs88tXGtDTeKMtrb6PMgpCWrpjZdAa96wUircd1oyl28uJRk8wWpbvddE6Fcz87k9a0PoIhjUhW0TVbdzfxN+Q721ulDdDT5/mooN/dpacwJya+H+JW/gQWtY1Ru6S1Gfm7U1dyw6RCuFiP9Obc3nGT3h3VlKcwJVDfkwVZMr01od8qpKEeeNk8yuQ7xfn8N0yDnX4HNuaxifImNb1+Kz+tZaIY9fw8e+9DcBHEPNS5AV1BQWwv2K1BDetiJn7zGX9AriwlBf4nSmv3BhoxQSlLUoatx8ywsFp4nlLGREriiDXNxC3teGVr3CI7K4c8uJJmqrvo0CfN/5t5x4d74KPvYpf/1/ev5buJpfufXUfPMtw+NvFnf+tQBTORqUSzXkQ3OG7Z/JP44Le8kJH8l8vsAUxloMq3l9IX7OaiH3ddIhXziqz4ObTFw+TFVzx2hjdFcTQ+lCc1cTd9w0jlygqLj3UoNsuQxvrq/p4I1cQ2oE04bSea2ZNJRunh/D8W4CQPQec/nCdaw3IebMrEPY05gX1yz4xSfvXZVC+ojW2rDpQNXnd69WUXpv61qHXMmS/fuyhPclBO7eANs48l7BPjepmc+5fTsI+nrhv5PMCyIizd1fAJAmIUyz+XdS1RP5hv09zTm572we6X0UkdObKkYacOa9w/Howgvcpn4ziiXg+1/x53j1zRDVPFYOPyQbMMZ5jy+iesJ11W/W0Acfh2rniVtWSCd8tbJi6f7+zSaYHv8qHrQt9PZb+DikHlVTRcMv4gxxG+G/8fK/jMt8dnv8kr2FEfHXcCL/eDu1Q6wvowCyF9Daztx1b4kSupyqUrCKfyBWqW4ebwJY9mvOGHniubAWrIcDWikusoGauFzByRTrvsv5usiQZz5N2c3BdVKXC1mkDfnstyzVR2ryOXuL+We8FLkO/d3fN0XtFqytCWoXUmBZK1qMDGT+HdQaULt6q7Tht0UkmZ/DtKrL0VtLvU530j0DIQJRSrGeNuT5lRAJpyZ1v52K+nZsQ83Xa+Z/O5Uk7t6U7UeBF+5D5B9T9VFuGnxocmzv4T5//ZZap/vNVsQdlwLUunqvYMvuftZmw2+2Vn06nvj+336fdG1bxrRAonD1mE3u+kT8GgNFsK6re04t5NA28/f37Td8ZBxCCCGEjFAsJoQQQu4Bv/rLv4mLC5+XallWZzBWgwsPbUmwBCPJfg+4XI/asO8MVvNs2Hd5c0WAtoTQiK26nGdq4uq9/tbY1s74rQpcduH0chLsD8GqeOVPI9pc6DTsEg5d2wWbQdAbiKvLAWYKXF31Brsx92NZihdxrW4eZbfHgmAjweEQjSbNX48kXO79/YvUVtx51Jq7F9t3/PFhWVxbS6kuP+8WftaXWVZv8Le0uusT+Ho3fToYdOHHQErA2uekFmANlvqy+pyaKQn2fY63hCHE6XLwI0m0+XDQoqGtbRDSWuxXbbgK46YGRX05VC+gD8+WDkbaw9JC3jvfjw0yPlttNJ4++I3P4pNf/GvD570xdwtRHkJaSw2iU4PqRfjOJRS9gLyMIadbxSjtnggdOrR9zO54ynPOh0k9Jd7E8+iJz2K5mAUVQFMv7CkGzVugIdJAQ178uV/ZFXzst/pz/4D8kju++KjgV74VREQRWDfnXSFhFwzBX9l/DF/Jv+32uJQKlATtnqUFL+FwFTcB+evQxYuLasBll8dwCyF5yq+x94JuuOxytbeWcHXpje5R3KrNsL/qBeaMq8suvKWOITBbLU5UMPNhJnNWLFd+bNfqc3EKFPsun31rFfu9LzP6JleXE15M3LvvVJllXd0mnzgPtgZcXoRUAcnnf1SDuz6gufcWACxhYLYmbk7W8J4GxuDty7qidaG4Vf18s22C8mUGr36prp7WqguTun0Y3kkV7h2rajjsvYdzDXOFQt2ca+bPAQguLt49J3BK6r6j+uQypxBLwEd8Ttx2tfe7rGJI6QTYx/3mlPr2A+CyK7Nf3NzSavXTWG2AhhEncN+RrNC+aQ0Q+5gropKcN3K1BO1CKjQDUjvmPf4cPol/037QzY3T+hbe6uaPv5gL2nkf7hpAukCnOePN9jGECNenccNFAIsbORpan7MYDe0srB/h107VGmrvAd+Aq5gqYVLU3qO0NmDyZd4Laj1gf3kjaPXzgGJ/eXV7LGjY9/Prid0NDTscunVjSsBlN7/uD1eQIHjb1Nxa25K4ubHUFWuYBxR+M0RO4nLLqtSwRgTg4tEAmAqWbu5QazhcHp/Hw358cUlKTshVE+y79flait8Ae117/67f5rm+H/1aDcNvky2C+cHlFwYOV8d+PhzWbaNGRzJ1YcTVBFf74/WVsmIJHRv3hwgmHK7cC8W9Cw6HdRgDaapY+9QrCjcnL4d2nXfaVYTWLabjb7RS6rDZMT4QWz0+PP1yql/7aXEy9ztAVLDf+36NG4dUFPtuXTSH+7kWv8lrv1/x6q99DZ/5ge8GIYQQQk5DsZgQQgi5B/z8z7w6Bmstp447A2DOWNZTxtOjVWhLodp7FmXIoc+JpoMwuomRvXdLDGFnQ37XGrzaYn7blBP2hyv3WTTmOTESm/Fm6UPW2RaOzqUJLNWF4TVTF3o0T+bEVQBYK5xXTW3e5JOnjHI1hgX2XrTBIBJyJ57K5RlF3a1fj9eXs2G/jBbOXkQUMWgX/nCaMtZyoq1dJ5UqzuBjKUE7A4+qXHt9H6klGsEUkL6tp3JSb8bO43l9KOEpJ+yj+zWCWbn6T0wTRI5tFVFojWJGMIKJoe9XS4oadPztWerDPRp6q3ey5DxttvM2l8NYoC7s7ZSzM3yKAKX4EHy1NrzyzV9A5I/8kR/C933fUSQoBdDgSaWpQN0vg4psb7vvTGnxHm9txZiPeESimNX99/jPaOgGtDNkHyWCOIaju12Y6VoQ6E6Ua1FlwbUXaH+ueuLcuQC77oyHBtmHsW4N6PKTo1ZAvaH8PDX82E/0np/XV+Kes8XnUG3Ajy7/qeuOty8En/s539d/ufz38Xn8lttjFRkiRsQxPkT/bjKGGLhpxM05lurVxKLjSyZQC1wkg1LMGdQbxnoX8Z7/61LdxgsVGardrqcTlIqfk6X5Z/oUEnYLxPn1NtxtKNX30fb3uLkibIpZVj+/LoLae/KtYQyeIoY6aKHtvlkAriNC+K01/gsnkiPH02z5NEso8+6omIt8IAhhUgFIMFmo+XotJUypFzdGj89RSwvP6eBuPyJPVDavv/fJj/vvriukF49qAy5CONTvrsBF951HKYQsb9B+HdQahuDVZpBe6C2ASBdiVhTTFGInW0PnSIzWJBwrLM6N8rLrvWWdsOva0lrFKm/4Lh6Gwjv15RPuQ5iGm8GF/a4NQEhpcQjRPxYUlPisTnDPnei2yeK2nicP5efDdbss+QgmEpTDUtbQhW1wsg7Lxm1uKcfFSi2AJLhw60mBQz+uigBdWPJSmnsvAzc57/v5xdCvC4ambt9Cf6+TGZauTCsr3Fx5+89jW7MpDt3cH/TZ698NIYR02KinmoAuWsoQQeMEMZf5ulT3Tq1rgRn8b4esKJ1gHjduRqF4a6sXwzeP//5dcGK3RTjOacJ66O+5oPeI39KchxzMu4T9Vfd7SgyQYx+tpQ7bP1NKzqs5hvBfT1yfqJ+TU0rud1otzb1DGm7eMUfm3YzabYAwnXy6iAZA/Dr5s3/3CxSLCSGEkHeBYjEhhBByD/jSF7/pDBwpGZbgpdba5kVwg2WDHY6/uqc5DzvFW2vuvCoC6xS8s7OMy6tejBPUOua/7EWyaU4oy7GMJcU+eLWttTjRSs0bcKY5Dd5XW/7aPgycwrqV0O4s4+qyvz4BWnXXEw2ZOaXr3HY37bgJ+eqNutpdX0rqrncLhxk81Cp8aDURpK7MvMveSxqbkbf/jqi6XMq7XQ7hPUdxQyFbrtFrpsmH5kzJh8Hb2nbzn+vrMXX9PM8ZSxDqoXCWzGlS59V2dpZx1Y2bLcdvdQZ4NYF1eZDzFEL02QnBWcX1fUrq7u80JRwGD0Mv4qr5ft7NCdUJ6oJafVjGLd9paGsf2tp0M4b2nvCtuQy9SRusG/M5J+zrAb/zb/wvXU5iObHB48GD7wLwka49o/D3YHeFPPViWMX5HL04LuHEYSknbPvRQ3f8bDM0egH3pDHZGVRPf+vJXsPxs6c7T9Z0oly4tsUA50lcEcVzKQXSzV/vVLuvP3pQA5oaXLJsAVLYIPLyBPzYT/hy69/9v2HtQtx/tf0W/Cf2Z3wbw7Ni2mDd3DCpoAYjdGvNhyBWHZ+tIXeob6+pOEHDTNzYtGQuNOdWcXLiaa0+lD7EIBY3eCT0987MoF3+UUsZZt77Os6NyRSla6wldfO6mWINQoOaD+uPMo4hDc+iWLoNT35zjj4ssFp2IXSB7d3t84wml6/ekkG76zPVQftP2dx5kym068eUDK2Fud8k5CZVN+8lFawax426d3fK6sLvm4nrVz3hMZknQ3Mhec29/01lyKG5bULrNyQl952UbMzVGarucxp/Ryjgwu5LAx54b2SpBnmpuymfBFS68M6tAl8/bt5paLAlzqsN2l9DFZied9+o197IQSj3J/Fh0IFxo0jomIIVK95050Cqfp33TvsonqC/Ry1s2MiSxInF0gQxBssi1QU1qALIPOYK75+hGtYbQ0zy9whBhRqw2yW3Hk3WYN3zqFqHnLbTPGFZlu7Yrjd0bpg1mHnzX54mN39O04y1X0OI+HdR29YPvRh4dpZx6NajySTkOx9v8zRll+IlZfN545sMomwUeqdZXeSGbcOdryfOjbudX1uajuJvPJ52/vos2ZCbWoKIqVnde0otuY2YAr9JY/vM54Cfdxn7TggVlWEjjKi4cOXzlFzEHU0Z6lKO6FDvFoK/2ySaE9alyzUPCbmQxw2r83l2m11MxY1PAVAVrq273eTvhSnU5WBusBzGa8449Cle5slFYIGKz6kNYArpZr78ha+BEEIIIe8MxWJCCCHkHvDtb72NPB9f+1M2iLOobfnO3I9s2YxNN8yTol86qI450iDi6rGkmLof+ykZ1mh3VMHUGWHNFNPuaCTNWb0hvwEVDblzM01m2J0dzzHl5AxEcsKVSnQTlft6UI/XayfyyqpsobaP1wO00h3nkKcTmwErTz685zT19abBIlpKc8K9iIa2mhMzVGTwlLFw/8zEtf2dxNRd54mUTLEL9S7WG8k2Q1J/L8wUu91xJ/80mTMay/X/XPg5U2Dq6k2GaTqeYwvdHUUWuH408310StgWadDJj2F3L6ZoaRyNxgr116uGaeqNuDKEpTbR0FbxbTUbrs9MfOhoE0zzsU9SErQmyPs3nSH2I688wGc+/XF3rvOHLzvvCpE6ePuezZfIud/kUGDqhWdpezhp4aQBfRSio6G4DT6JpzilIjyNwT7+vDlVZgyLPVZ16jvxs9ULuCe9U5u7lDEL7/WpY47SU9/rh2cde0gFkNDuT7zkIy68dPl5/Dcv/pL77D87/9O4SkdRSaHI/XOSDNnpZJtHU8xXO1X/bPXP0zZH+RaLwhmUGwp627ClNniVJhNoZ+0W3eaY278ngYovE8e6ZcW0O+uODf3QFxEXhhPYRM0+7LKpufeWqjhPxO1LfmPUcnFAfD52QbQyTc5LLWXDrhMvcjak4u/xIBZnw4x+7jDMc//8jxuFctKQI9UwT70YLm4D03bNQOkFLAvvnCTu3gDb+HfeZDbOjXN3vOXY9ufIWZ2ApWaYuzWDKPDf/if/KVfmv/rsz+C119841psM5+f9OiPh/NwVgar3mMx59FiOebhP0k7Md3HuPJudFx2WBizZfV+/N8igjyr6bAK1NKRuvJVSgOaf/4pvYcJxLJR6QAsbXKI2vFwd3BplLet1Tvfr43UFdsWvY0440Z/sqPidMMW22OXNO86vChTzf78Mbo9FBM3i+iFsYoB/hoZA7U+8yc+HdL1+2tbRfah1we4szBXJtznPeu0pe/132UTZG1T8GhAA0s6c4KoKzN0mPEXBnIOYmndu+FpKSJ3Duqgi+xfGtQjoN0n2JxEAuWubCJCDx2vKhrXf9GLi5hvVhmkOc5SZi0SUs6C2bn4xuHl8q1vd9eWc/Ua+8Jvl5jMnSk+Gde3X/Yo89V7+4u4NAKSUXYQgSwm5c4oVEfde3r6TnWib5oQGX++08/VYjvOpQfoNOsmX2eqd3OOdQ57mbIY2uca6NTxwHb2p31yUkwu6IlDMIfJBFrj0LHlKzrs4iYRNPG37zdlvWsreY/m1b3YbWwghhBAyQLGYEEIIuQe88fpFME56g61ZQ6nVfVZKdZ5gTRS19d5JCS2Eg95CqXXeGTVkAlVxZQRwnknHMl4o7T2exASt+MtZS3UGk4bmvLMsyZBnrSzhJKX6PIjJe8K11oAhHHYNwqBuuQU72iAEF+9tBnP1qMgmKPVh7WoNXqdwx2oyhM8rpQb7tLegqglK53HYWrvWgPq+xyBYSudJqeoNOduJQlvh7ayq2Pqo+04t1eWRQ2tBzBjFjbLCjZPtz77tfSXtps96D6M4PuGHhKoAq/cyrLWEtlQ31kTFHQNAVf9sSQseUgbEhmwbFbrrC8MVAtibo4fEKx95iN/5w5/xH+rOGc+sNVjwaJzz4sJ8oy0wiSHIi7eZR8/iNoYnPC3vPk8vracRnb3X7viNMYfrEMoXMrq5nWxLVD/ic/hORfuBecLlrnhVqhwwatOTOL2pAXjzq/5L80Pg08uvus9+x5s/hTd3x7CMl/WT+Ho95iltpbox39Cg4Zms1c+5YQpDk3bC6dxvGpHg1rjNc75Qa8Hrt8V627ixZFNTj21tYe5AOG4y3P9Yb2vNzfXb+9Ffn4TmnxoGUTMsrbq5oYnPDLzl8A3nQAvPXOx8+OuRYXRtH4c1gp+k9IRbp7gyEi7o1F6S+Fk7ljzZuO1aopAX2t+aa5oA2GUvOkyWh3eIv591+PvmQPsc5iqBj0nbms+psH0YukFQp/CNR7O/7nmPNXdhaZeCde1CzIpAYlSP5YCyHD2Uy2GBdpvGaqsuhzEArBfVbSQoegD6tmVgyLA6bH55Sp4gHheBe5eVtuUTP9Z7Hfo/jKFedxQIgqaI/XO4zc+Ftq2FRODWRLXV4eHZ9kB20UCaf2ZbCFdSS9liVvTPUlhLbmuvLof1CrQQUljFr9tb9WugstYhrLtaDPVew/vDn2NcmW0X7MqEZ3bbHOGLbJuU+nU8XD11jWtNQNVCWG3f9bW2YR6Lnra1+Q2Oa/H3by3XGey7F7ZKTMoDuLQ/ZRNUe0RlDA3QDf4htfCJtg5LjfgbprVt+nKCuU85sJ2uH2sNtRbngW7qva1b84OvlHGznarftCshwst2b/3NsGQ+OkcQ8t944zEIIYQQ8s5QLCaEEEI+5NRa8fprb4c8XT6M8S6E/d2CoAaxShquro4uCGaKq+4cqltI0Fh3H95MzbC/6kPPCdYQSnFZ/O5zS4KrLqT0PCv2V71RoV2rb8dPVID9vs9hmFwYOUHz0WMBoCUc9n1oS3FtFcN1HrXu+kpxOYvVgH0fOjDbZiRy17c6Q42ZuHsxTeaubzPUrE6UVYUro2eTa+tmXA9mJwH2Xc40s8ldb8wfBgCliQ/tnNT1a86K5RCuT0No0uSvbw4hwhsAs/qE68vu+oL2c3N57jum2V3vNj7D9RU/Ps3U1ZuyYtmHsMLqc0qbTdj3odZ3yd+Lm8qbP+zrsTDWGipsyPdZ3bhQTZi+8blB9NntPgLFd3Xnatehfo8NyKnh/Kwv1YLn6FZfDOgZzbcKQeq8KWsF1roOYUxPSLF4sqvW0/5Mia2KOZSjWDyiEJdn/IRUu53DVXXt2us+axgSJz6xvSc44YiIDOdZXBqwfyuc2QS1i45QW4WFFKXbuf0mgH+k/A3Io+Pxa/oJ/IXpf3QsohlXV96QG5+/ueUwPv2YtjTmg9QsWLv5M865LYQO3s7rn2M1cc8fkLEPoeSHDSuS3btM1Lcd0obJojVx86WZ+fdhsjEMdREs7v02jqqrMFeoFbQuZu60y0MfLCEtA1rz0RuG95+ft7fvxHP4vrZQxtYxBbUmeK9EExz6d9dUw/UD2+aJ/v2XXT0iGFMBxGgkMDd/ivh3zLYLzReqFbi4OEZKSMmG45hXc5oSDn2o3EHgfY5I857Fw/0B2tnO72FYV9Q+dUYDWkxp0aqf/dbiwtSiNuBxF0GiwYmxW1sK3BwqwDA/txObQcYlyJMZvuQ36RRtKHMvKm7ZAFwJ812pJpDsG9dGXeqFEHO7LusCXF4hJcXV1fG+rOuKEsbnlie2X5+ZK9NaGVK4bJsvEcr0qWKAqyu/AaRKddEcVAz7bg1nKrja+3QzUfWfp+xCZKuduXl7XcpwfTH6jam5Mq02d87rM/sjM+z7tqmfGwWypbXpQznvJldmmwuP9cQ1PLBFazosfahqxWX3bC5LGSJczFNCLf087a+vtjbM9ZtY3AnMya97IeLnT5FhAp3mEFbbBId+DJighfkzT34tbOr7dS3FeRpv1wOXgib+/msVw7tt2yt0fN7Pzv1vmzjXi4iLxAEA027n7pcmdW19/dtPWqMRQggh9xuKxYQQQsiHnM//6tdcaDMA2O9LcDoVH2IzKUqwwVxdlrC73tsgLCWUIKbu9152WdfivpOnjOBYjLpWZy88HLxXpmpyRpfNWBCM6Yu/XhV15zQzlBoN8CdEpq7eJIYliCyH/eq9/Up1u/Kz2OB9XWpxZQ6Hxe22F/GexsCNR0bryqyj15brIxmMWcshuKY2fwOTKpZgIFoXb/8twcNQRAYPkE0w6e75ErxqZQzEu3XZ8dMl3PPNs9hfX/QGOSxlECl7YkjRrW3eE6UO1zeeKD5LZYirfsIkHr6yHoK3aYXzUhQVn4cVwOHQnFGstYazb31+qOrBw4aKb/QNgsC7qKVckKbwgLfXgpfnmH93cGVt3iO8tfJ0gsD27af+5j8YYz05GJS3bTFP9of2nJLAn/7qv2PCWHzzG4rf/EIIS7qrePPt3jjbfIhWAO1yRe1DyaOhSXVX/FF8C631mzP0XecbYBOCg8Ov/3odn9m6tuCJ2jB6cIXnbYhEUdxnZa2DuNgAd2uW0tx7ZwjCMHiVA7WK97hril697wXe2++EKTca+o+N6w5D22ttTvcsZfSEC0EUEJ0Qaxk94YZ7Uf15a7gXpYyjO97TWEetp3Y9hHOEttcyio6nyvhxEm5gG9ti4oWnUqo7jtd/+jvvpchwYveT22cg14Jy9+xOOzgX31ohNczr9dJ3pyVIvzGoFOAsPswhpHTV61zHNxW3J+2/OUk7ETq/P08FBqF687I9fnbIcPmHGzDMcapweVkrvGf6lmM2Nu7pruE9pzagtm1d0XumDuvTDeclWytat6497L2XMABoEtRuzdJqdZsz9/vVzWUNgMiC1o+rmt059vsFdYnroLAUyuI2lqyHgt6RtJQyDCnJhrb4569f6h+u1mGqTkmcgN5acWurw/4weNsKBK3b6KMV7ni5WtzeoZu1tQsEoOrm7rJWt7nmcD2BurDhk2KtYU7q57X9gpiGwZJ5r2749fQSxdfWhrQDFp6x9eDXwW0dHwZTw9KtB0vxvwdjyhcAMEsoXdLs+B7a71efFxxbeHJ/Lv/3Q9j0tG2m9b93tr2Z/e8lPyeuy4qvvPpNfN9nPglCCCGEjFAsJoQQQj7k/PzPfhlRrVrX6jyLai3O1WLKhscHv5u7Fm9gK6WgybFMmjL2wUsz7k7fdNLeezdDOlEiZ8NSvPzYanURHNXEhRSc54T9lTdutHrjTXldRprzNJl2CVeXo/DlnDxagXShevOcsfYb+E8Ilq1W10eWFDj03gY2iLioW265G5KqO56mhH3w3m3F21RV/PHWJ8d623XbnI1IGqTL45dnw3oZjDStuTyVgs0L4bZts/fGUlNnRAQ2D7b+XuSkOPTXm20QYFvz41MEziQ2ZcM+GsVqc9cnAjdO8myobTQ0OVOUNFdvSop95ykqKpDRFuc3ImjYmJDG3NCAQLrzqnnDas6GdYltVUSZ/eziG4g8OE8Q+PtoIV+j2eI8YAUFJiEfpsSwl821GQBEimvTO4dslXc5eqdPn4/walC3uWRrYfCSfSrlI97DU6LWCUX1ZOjq8NnTaFDNb165uGi4CN6+bYETV0vBsBlnC7EcPlT17dQG69SWZAlmnQeUjv2VJt1CTV+TJ8Whc/lL2SDBaCuiKN3FJ0uw1L0fpjR4e8bYzqbqjN/phIdvC8KFJoP0kTaSQfo8yCdy+mpKzmlcU4JYmPvCM5uSuffqpgv4ex+70kxD5Al186eZuc1Ft2fs3zum7oUgpugnrvj9rf3i9oZs75Teq09QYp5jUydOmSQ3ByeRwbvUzLD2kUMs5Ms0Hdvmh/52feH9MGitocwf+t0/it/7md95e7xvV/h//M3/z7EOlSHyRM7JR0Y5Me7fV8zcfW0zgPOuTaUCVyfiNrsErAnQbm3QGsS82tour/zWGfHhxhsadHylPcWUHYRgaWjupd2AkE+1WXNjSCpchIUGIJ+N+eVd+gw01DujBr87groJaK2N25HEh9ydpuTWCQK/fmmtAEFsn+eMq3p816uqz0VeR8fyacpYurlbpbk1RqsyRCrIwVPfDO49XKtPcwNs48yJmibY9++zWoc1CGpcO2WsSz++63U/XJ9jrZAwKc272UeyMQm/j+rg6J9C35sloEvbUeq28bPHUgqpbmY3F1aoy8cLjJ7g05xx1XksS2vuhm0bCtX1ybzL2O+PHudq6jdptOZ/hACYso+qoNsNPJapddgwkszf8zQlHLo+qiECBrBt4uk3QeYpB7HfL7Bv1uwtXF/vxS3S/Hu1VkD8u/kXfvbzFIsJIYSQd4BiMSGEEPIh59Vf+ybm+ehKkpJe5xY+IgbM58fv5Clh7ozp+UQ4ZRFx5zUTzNNxaTHNafOg7GituTIqgnk6Hs+7BO08CW48Oy2ZKzPNvowzJKsM4pyoYtodPXDmOTnPzZQUJRj6RQXTfLyenBVl1/VRNmdIBjbRb1Lf19Ps6z3EHfitIXf1iIo7nubkRPlj/rRODNCGPHUi7iRo7dhnpooavERNV0xdiNo0VUxdtyUTrCV4pahgt+sEoKShj2zwbBABJj1+R02Q5+M55ikNoegamrvnZpswfXt9sznPATmhFqgKpnxsf06KOvl2RHHH4j1Phl13/1JSHFZfRsX3QeyTaRrHici1cfH2+nyZeUpYBg8rcaES06TI6yUiDx5MwdjbnNAHADmvsM5TTLFAB8Uyeoo0DKrmyRyfQ5OeglM+ut+5WLyNghOi7vC9IEg8pSfxyOALBa+OtbFU8+H9j23sP6sITbz+1vHchwNwCCF+WxkNuJLDBw3AkrvDhpr3cP1UgPlhN6azYnfWP4+CEjxpUxInuFoSTDv/LGkwSIs0lG6OsWSYu+ctT4Y25DFc0feVmSBPvq1T9xNXgMFAPWdz4ldOhtrVqyLXnsPovqNO2U0pYZ77cPTqQrXetK1/Zl2o5Ju27LzXf56ye4amydDf1JwUNohIfvxYVsw1uTJ16sXw8fnK2Y9dS8DclTkVmSFlL0qkpG4NYElhYZxIUqR+bZEMZ10fxHMC2zPdez+mrNjt/Hqlhl0RrYY5L/kQ7Tt5gH/sd/5YXwn+9qt/35U5Owv3Jp94KF8kAq+UNaB9PMSd/3aB7PtnSNFs15VpwC7kIEj+/YrDitaP3XbiXXDboK4xp5J49+0VLwQVESD5m18SnJDV5gbdHcepnBCgWvWRST4YMvGG6TZ3NlS3Vga257rfjJenjF3xc1C/XgEAsew8a+c5O7frlA1nZ+ddiS0Dep/GZJ4nWL+utYS5G2YiAqQwX84J2u0/MwWmqc/P2zBN/vpiKHgzQ576eVmRkh/fmmLamuxSaggM0+zLiPhIGdOcfBoUE7duF9xs6FNXZi9+fpy6BbUqILOfL6bJpxTY1o7HMqKKeR4F5j56TUqGqbtAgZ9zge2909/zPCuk9W0FzuaYd8Tcg5Jng3XPakqGs103b8j2Xu03GuQpYenCP6dkOOv7UQU2xyg3yf32ytnQ5r4f1a0Jbq6v/4035exTU4gOz07W5HIfv/qlr4EQQgghp6FYTAghhHzI+ebX34Z1BmtTRVNvPqutIfeeVa0hWW8Y18EjtjbvvYFwrKrQrh5RcSHzgE1K6e3rohK8qHQ0AsN7AMdd5JuhLbZ1dUJFk+aOLekQRrThegd+f9xdXxRMBFu90fmoLxONK6fCKW9h1TpjqCi0c+Mx1SGMHtCcd52IuHNYEh+7Edf3r/caruP1xVxgrS2u3wTV3y8VlL7t2MLO9cbcdn0Nt99R31bV0ca89X3fJ6GM4YTtOvZjQ+r7xAQl5NgGmhMEVDdR9oaUFC0IQrWEZ0dl83y7PUd4Dm6Nse/S1jBORLwQB2yCVvQAAoCPvnLm7fECTCHk9NluQepP1+oJ+TK4TL+jQOAKPeUfTomlTzbpP418PPr+tSAgC8briJ/Vk2dynOyKcTzBTl37EzytDVuO4o6ywD3DDXXwlmshXzQE0HCiFuPbbmpqaHaFdd6GNjxv451QMaRunlJVpO7azbzYfVNPnHMs9c+oIgdBoRRxnnJqts1vN5djiuTuTQMkbg6Af55EQk5OAM2XEVU/t4tu3la37ZB4y643T/TnGcViDV6dlpNP76CGZF4QakG0leDBLs3P5fHdBWnQOAYlvKsQ313vVGbcUPSuf4f3atv63r9H+/fu1twG6V3JZGvP8QILYn71TT3o+qBsAlxfz5SSO07JQroDdc9BDJn6PBk3lTxDKdOTm0zcq98M6D3vm0CHjUHeIx5AcIFv1yft138hdLU0ONXu+rN+D0aDeZGxtWFtWibx13TC6x/Ve1fG9UFt7Sk3BL14Hj1eUV+rMFvwqe86c38zS0DrI/5omD8EajFssfdmVTW3PkFTPzfgOkpCCOvbP28NJaxzrzerdKdREfedhuY2ztzcDw1rshrWqf283CBblISOlAwL+qgJ4iIVxN8lwBjtRcX/Dmm1De+4LObWw6riv9PGuc6sue1iW5l+XMJt0CmrXEdB6t+1428T/7tki5rUb/5JyVBdlAhx0QNaC310fc5eTFUzaPfeQRvfVWmIgpHQ7VGCwKDB2ixWnVuwJQuh0s1FPAK29XAv1Fs2v/lV/fu7XQ/H3kvbkmLtvNK/9Y03QQghhJDTUCwmhBBCPuR86+tv4dB5liQTf5wUS8zDmnxu1pS8d2Q+ETp4XYvb3Z2Szx08zT6sWQOgK5xRNCVxO9N1l7B0bW1oaAfvRaWWcTgcDcWWsstRJdIGY4ugYulyX2XzOYtFccKxsjmv2ZTUnSNlxRryttVSUTrDbErqcm7laSwjUpyXg6kvM89jn0DEhclTkxBCLuHQhaG7+aoLzSoZh67vTWdX7ymv0VYbDvteyBDXR2pAjY7UVbAsfZ/AtTVPo3dyWf2mgWRwfT/tTng0L80bpdSPixkJh87zfQuJ6EM/qiYsfajB5POpNTTU1RvqRJsLT5izuHOonHK4au5ZSeb7xJIMeeQqfJ5x4DpEuHnRRBSDpqD6yH9HViCKLQPtiQLG9udTQvDpb34nGLxmEH1xgZvcw0+qaRmEgy0M9SEcx2S/eIca/Zn8z6uGcSIZaTgRcjScerkSdzFXj0eBfbjWhmGDzsmuz/EnYXHPfkrqxnCDunkNAEptqKX3bm1uDIvYEFVB4OcUU/Fhf01wGOZUH2rVQtssiZvHtopCBAjJ/vrMl1EdN8qIwLVteyf284cMfaIGFxJbRAdhPr5Hsffzf8rNR14QDJEYttmgm7fE53ZUaUMZQQkbl8y9A+M7ZHsB+DE6ibjzWlIs3ZwqOvrW51zd/G/mz5FSxRqjN6A577qdGZbufYYp4XC1d2Vahc//PCdcdd6xU7Ih/+Vhv6L0YbVNcdWdd0vB8N4Jxp6nqOdpmvLxM7gdXZcL8NULd45aqtPvtymj3wWWoWd+jqimXjxfVh+qtxWMsaq9oFxSA6ZehMQYA3luQ4hcjVPzB0MHfiouHh9w9cYVIMDLD+GEXRHBft+FkDbF4ap7b6sgxn2fNWHfr/dzdeO+WHHRHYAt1HH/7Kekrt5aC8IjunnABi9nH0mhDelUTBRr65+3MA+LuPXlde1OOFSVsG716+VFtlzAfT/OELcWVFUcuutbRNwcDADzhDBPqau3lDLM/zlElUmqOPTpYUpFiUmXZwGWvh/HeWrID2x+rZuS+Llc/TGwhZHuRfRpp24Nberfq+sqKGtxQvU0++uz8DtxLQUh0jhyDvUkv3avtQ2pJyz5a042rveX4XcUUNo71/Ptr1MsJoQQQt4JisWEEELIh5jWGl577bH7bFkbigvpKG5HOQCXRwvYjIm9eGGqgwoYbd7rWp2hQOHDxYlgCGt5uFpdWwSbEeb2HCrOmAsAlxfF7W6vxVyZdCJn7NVlcRbGrUwXts0Mawh/Wi6DoL5WVyZlG+qJobsPh+JCgJ/K1xtFqYOuzlDeJt8nQwIvAPv94stUQSlBDAki0tXl6sZFnfz1pKTunABQ1oMz1JbiDYaq/l4AGIyM69p8PXW8X7V4MWRdqh+zxYa2AXCi0rKsTpjPqZ3oey/Ayd73fS1wbRO9GdPHMod9c5smaoUf08GDAwD2IWxmrQml9+xpihKelboA2i6BLkKfpE1sm7rwsefzAZPz1GjYWRDTmg/te5onW+Sfp80+hbDpWy9L+CyKvqc9yJ7crgJ//YKTLnqD53D8zrMJSbIL5y1j3XXvr2J/VXE4hCtTH4a6VODyke/HBw/kRDjd2G4f5rFU/7xV2fIhuyYXL9WX4t8z23snXpVv/1rgn50Cd47tQ1+qrqFtpQ7zR2RdxM1La5j/ax3HzLL4a67Vt3VdMeS8beKzjKfJh9MERqFrE5ePH5bS3HtEljHNQvTML7W6eWtZxj5RNJdjuhY/L7X1VD9608G6+vuzrr6tWz7R6I2sru9rUZQ+R2Udr8+khfvj7x8O41we749lLzgvAEoQXdalYCn9xqwSRLPw8gLeP+34Wcnm7kGbk98l1k5saFHAXZiEnOYAsC5+48NL53CxiVsFYnfJG0DXh7KG2Ahtm/qGgBbxNKEpUW/7ILMsC/bXY25dVrfRcZonJ5rtr5ZROIS/V9Ps563Dobhxv/3bXJmWzH1nORT3jJa1DKkcVH0ql7Ku7hyXa/X5qbGFkPbrq+bqubzcowYhewtB3Oe0Ta7M1eV+zHOPTeC+Ic++nmV/OLF+9BtDavZtPezXoU9aKJNSwtptjDksza1B16UC4p/POWd3fbn4ue/q8jDMqWZ+nV1OlKlBtVUT/25t/vfZfr+O6XwkrGWR3O+Iw2H1vyu2/ZeeyVC7OXY9+PfMqXd3zglL9/tlXatre7kc5+Uc8mzXsIZ5/dtvDWUIIYQQskGxmBBCCPkQ87lf+eqQz62U6j5LybDvjIWWdFB+y9K28JE3ZdSQOm+tnEevsboEzyVTF6ZtmtO4Y371IlZrxYVDzDljvQr11BaiISqkMwxNZigxJ64vsnkEdEaNbIa1D213wqs2iqAWwuNtgqwvEw3aqt5bMCV1nmgAsKyrD7sYDKM5jTlxy7JHL1MI4NysUhrzBG+X04W3qw3SXUBSO+Vs7ZtTq6s3JcEaHFYHu27wasomLljrse87D6RagnchIFc+RGANik9d4G6iBLfGbVOBb1qt1Xtfqw+zmrPh0NZYyLVNQl7GlEfhd3Ra9WPAkqIED5u2Ygi9Wk+EQT+fDKkL9dlagcLnBa0QxFC923P3nVrh5YQQceKzYOzUBpcz+bS4G736no/H8umyp87zDF6FgjEU602f9B+VKJCsbt5rreHXv+QH52E/tvHRlZ+nGjBEVXj0SNBHKjUDHuww0I8jDTnBVRWIIi58bl2IOi9BtfG9EvthCzfZ1Wtjj7cwduIGgu3PYb4MatJ22EUDEHFt346j+39MBh1CJYtsA7lD1dzcPXh5A5AQp1PDu0ZiM04OQe+XHr3URQbnzOvvxX8/zYaJvq2Ksd/COcM1D814GgdalaBnGkS6XJiiALxncdwQFe8xxLD7LR91ZX5y/n0o3ZrkkBb81NvHPMbR2/B956mqD1+KA8gU8v0v+8++DPc8NxzQWvcWFkHFA1ck5eqeAal+XdmKAJMfP61lN7G0tKKU3nsdQA6P6wdYCB7WR09DPa5Ff+Mbq1tnfuITGS93c/UmfgUxNU1uH6dqcmkw0AQa3/WhlckM2iv9Nc6ywNZIdWWWbi1Uw5q6tbZ1SB92OvtNfjG8+PH6ujXX5CPgSHgvbyJiuJ5sTlQXiJtj13VM6WBxc6RV1G6Nsqzr4DUr6sMyb6l3unoO4/2SGK3AzM2ZUTvdutHn6c5B3C+loXQXWMp2//qfgjkZ9t3ivIVNuNu1+8QDOafgoWzozcllHddIaVLX96oJ0G6jVpUhVMAmfnebTtPkohSsVYaQ3/E32jQlLGvfj+rCewPAb/76N/G9n/4kCCGEEOKhWEwIIYR8iPnFz34Fu7kXKwS1FczTcQlgZu543iXsr7wBr9aK1OewNMHUldntvLeK6ChSiMQy2QmYarIZmHxrMU3drvtZUeuxHSnp4L1rCsxdnstpys54Fg1HwGa/6tuWJ0NZtTtOLrzmqTKWFLk73sTwQV51ZTQpUuh7fYq+z50RdrfLzkgvAtSmQXRJmDuvn3k3oZdkRXUQMiwlzPPxJLtdEDXMUAfB3DBPx36aJ3PeCpbMeWNsfWC9cyxSSpi6c+Q8iuFm3ohlKpimeL+8iCvmc66ZqfPAneaE5TB6rqbeU8QS5i5s5jSnwYhaQni/NCl25Tge5112ApfImMvbzDD19UyGdrjE+eufB3AjWLdBiG5oSMFr9Gx3juTyuRWI+k0ZmxbYewQ2iLy7sHdTo89TaYi5XgdXUDQM4t3ogobRi/dpOCUoD3Ljie+cEodPXf+7i2fBrn0TVzVUX73VtsHnY8XoMV1bw6ML99EJz17gtbdn95lgHfLM7lcNRtWGT7/sv1PXirMHl7fHeTngQdemjIRmE1xCwiCwmgG520CTk6KFHOG1+lzd2RS1fyazoe58buESNhTlJKhdAu5k6jZHnIqikExQuzzHaltKgGPbdQhDnbPB+g1SyVDPjs91SjZ4byXzkRauruL7AG4O2tobQu5nw9RtLsnTOOdEQ3nKiqnzyMtZh+Gsqk5UTpNhqrHeTvy7/k//rsmTF8NT8nOqiAxi5ZTN5T8dyqjAQjelLE6bT1n9e9QU0kKYZCike5dqEsjciZtJsRNfJj2cceiur0rB2dnxmdrtYlbqu49A/IbB1oAURtBD86rUkoF+rDYMuxTaA3P3pDXzt3rbWeXradlvqKgyzLwyqZtDpXoP+A9I6uFnJiXB7mxbET043+HQCXopZUzdGFTzG38AYJ4nn+okJXTLD5jZJth1xPVSmgxp6Z5JE0xh01PKk/PgnabkxFUzRZpDmWRuLt5N2W0CMVVMc3iHqTnBdZ4nNwTUDNPsIza0Vt14nXcZ+6s+fLdfQwPbI9G/i+Y546rrR1MfkUMEsOxDsefQ91sfdHOOAhaE+t08YenXyJpcjvFSBGny/ZizF7ItGXKXSkJUkUJqiRwiLOWc3WZWVUMOgS/MvOfwvMuA9BGKEvLk54W4z2reJeylSxNk6n6fAUBT34/TLoVUSf73y1aPOPF3mlJIiZCx6yK2iGzzf1/PL3/2VYrFhBBCyAkoFhNCCCEfYn7jy9/yBg6VIawbWvOGclWk3BvbdQgXDVx7IB+/hJS8EBdDWaPBfUdEnEHDkqAEL2hBdWKqGJwgm5JCeiNnuxbMekOQwAloOXn55MbYnbtrFsC1LSULXkVbGQ3uWn1fWxKkGgWv0fOqb5uauraLAlK9cUnEt1U1HgtqyFsn2Awut23TUO+Je7yV8caW/tiSoJzwUHFGKxFXT0oabc5ozQucov7YjbPr70M27+/b9psM46IXLRvaZiTq7peob6uZoiU/bk4Zpi0FYaPvIwhQglG9wuV5i/2quoVVdUhzz6Ao8JFvfxbf/fP/R3/uWAwCBC/RR4eCj/aCGwoAb3jbLrS7/zIKusAShFCfO3Yjw3kon/pOK4OAlFryAsE7CgJPUgpOCb9POgaezv/rHcTyHvOeU9ufwzMSc3Ke9DT2+ahrVVyFzSr71es7F3vB48O5rwoH5BQ8ktsrrr667vGFX/FtnPVb+OO/9r+9PS6WcZ69SPvZH/gz+Mqn/pC7jF6UElGkziasKm7TS2sNKcyf2xzTPdfin1GgwdRbtFUb8uyfSffsiECjd6vA1S3Nz+VigIVND3Hu0gRMndioKmhh3lUJeV1P5K/OKczvKuhfG2IS5m7ZEr2766nu/STq+1FUYGETiUrIky3q5zaRk3NvzBc6vNM7IbLBR2LYrgdI/dwi9ToX8M05gOgZrWFcAAIN16fZT3xSqxt/oorcCV7bY+rHkj0AUved3TLhD3ziB2+P49LpA4mc2D7z0YR+LpNHinblshhj2PSiCO7qDS0IcOML6gzQs+Mp8gppb/jvWA0NbE+e9gc+uO7I86Swh9sY/NgrE7J2Gx/nDNV+UANQuAg+OU1A7Z9Jw5TjvfPzUkrJ3autTO6OBTb5c6Rsfr5XRZ58mZjuICVz6TUghpT7Y//bA7jJhdyNzWTIta9HBzFVpDmRU03dHCqI88k2V7umJUPqw/K35tZtwLZxsx+aKSFsiGpuft/mQ79JR5MgORfs6jY1NmzvgL6vLflQ49tc7dddZj68dcrqNgQ29X3SMM732/1yijKS+TKxH818hqL4Tkcby2ybVfv0Ncm9R7b7FTb2ILn9T2rmg7jItlHCX4/fKPfrX/4mCCGEEDJCsZgQQgj5EPObX3ndeWXmyYeLbq1tuQu7MqriykyzYOl2bLcbz7yukIpi3+0E3+3E7QxvaIMApCpYutC6pglLV2bzTvahcEWa+45pxtLt5D96kfVGeXPtN5tcLisz78kFbOEmS5dbLJlg7csk3UJX92WKzwGWLGM99LvjbciltuXR6jz2smDp8r5N2dwxAEhxDtkwE3c9eU6uTwBs3jydMVBDv81z9ve4tU3g7O+xqRsXEsZJa2OoQlH4vtfR4zdKZarJXXOy7I5vDGCuJ2XLy3lbj4nLDX0bltrVqy5/nFnCYfFeITGPXW3+M9GMfdePKdkQ3tvU5/W05PstJd8OYPN0/G1//d+ArUfvznrCq/XH/sCP4tOf/r7jd+qK850XQLK9Be9WaEALYUgBwIXTPpXzNbgvIj5nANrkxWLUdzhXHAPR//UD4D5mgOQY3t57xZ0meD9LC/0KrIeMtfNyb61hXy7ddy5X4PXO23gtiquwU0CRnYBZARRNzvBcaoZI8ADD4r3f62GYu3ZvfQ3LK9t93J7huEFF3bMen/2GNoiCAnPf0VBGZMxpmCa4vLJq2b171DA8X9Psn1NR4OrKP/tD2GmYi2KRkmDt54ukgwezqQ+zemqfwDC/mzhju5mE76QTeUrHEKqujKQhOoOE/t9ZCmVkKNNauw49fX09Ya4WHd9XDdWVifdYwjm2emKuzFiPDO+E6GmvEJfSwZIfO63JMFcr4EKXzjljtuPGGk1jKob3jWeKafyUmHqP36lCHvTeyDaI/pAQVQIYB/iQTld9qGoAGj3CZbkOzXtdTW1DeOIXwqkgFe8BazlgXbb1XGs7n3i7VTfXAUC2jKX37p/8uNfUhvlCtLnXcrKw9pZxHbM5l/cbapJb+0DF/QYQ2aroN5eIqfO8FVUXUhqqaGt1m+tmtbBeMrdO01Ww1uY9Uyc/D1nyx2sRtDBh5Cm7vrWsOPRr/lpRFj8Oc/bzagrX12rBsvhBk3LGYe3WjFmx9H3Q6rDWMxW3PEth/S448R4JyzW1HN6l4n6f3JTpB7mahnoEy+I3jdXQ97tddt8Ry+E9UtBq9RFFZnXrdUn+eF0r1lJcqp+t7/07u69H1zK0LU/m3tlf/41vgxBCCCEjFIsJIYSQDzG/8eq3sXcCX3OiGtCGnILrUpzhVRXOCKQ65tHaH4ozV4t4A/7mpOmNJodo3NDmRE9RGYyEg0FE4Q0EisFgv5XpBeeDK7MJtghlYjKyiqUzFLXWxtzC3oaChgYfMXU8xgLnsHN5Ub24gDZcc6Q1XwYS7/Fo043XrLpgDYawmJO51OpCi6uuToTZjFO+raUU1M7TdlFvuNxyukko4/PwHpbF5XoWkaitYV2bz/Opi+uDrW3xfo0G1L7MWmqfNva6jM9h3OSAw6Ev05wwDABLC2GYLwVLdz21wW1M2AoBtjxyT8xHX36Af+iHf9R97ROf+KjznjBVTEHkynkCUteAFagl5JLEHmadyNxWjD8TruAvpCJaz2s7A5x3ZQGafzBUCszHzoYgBb2rhLquvzjGeH7/mCr6EIxbdO2oHvgcrhvx4QP6tp+6iq99reGbX/fz9OHKf+fiSnBYu2drTQDO3HcqFhw6w3OBYsHL3okcZev/jjN57NO7AqjdfWwAPvrGF/GH3vp3jt9JKaQ8AP6/3/Wn8Xj+2PU5qntWbs7bU8rqNs+I1BDKv6GFzQdrQZgfGvYHXyaGvj+si9dghnoACTE511LDhpvFbUDRtQw5e5dW/A1ugHsXAYOQ0xY/rkSae7eUsoy5Mo8nBwDs9eDmsloPwzsbCCM1vDdKPaCUeIcA7RTAhureG7WVIZUEAJQufHcN76uG8X0VxeLallDGX19ro6AoaC66iS7Fja1W2vgOaP69IJZQei/8NkbG+DAgIt6zdE6QT7x7jm698M/DSTXV4D6LaROkybg4+TB28HdAOaxYr9fOjx4f8FIX5nc57KFhXmpJ3Uad5VDc2rRchIUpru9DLyQe/Jp4XfdYB4Fe0O/4FFvdGn4t5USEFHHerLoXXHXz7LKWMC+V7Q3atV/0gF4fb20/pJ65bd/tP/2c0nAYhNGYoxiy+o20j6/cRsfjv/vNDhXrwU/wfb3bvC3oo4vU1tBpxbiQPeral1mhObsNNnsR9D7MIv69cVjWcd+Gwa1fReGE7P1hHVYqZhLW0XBi/uGwDhvbtsVBKNP9jou/v26LlOLK9NdT1nZibQWstX/Pr27dfFH2bmPF7dlc8IyGtev8r/w6PYsJIYSQU1AsJoQQQj6ktNZweRXFVUP/y36eM/aXXpyLHjqb+NN7J2eUK2+AGsxKwXIx77Lz3NqIwoEvs5szLq9827ZzH/+t4v3ZznYTLk8Yx2I9fV3zPOHq4ljPTc5fRzP0fTBNE9ZO+d0EzOid7Pt6miasS5c3TRX1pNflkRQ8i9Vk9IIO4nhOhrUTZSzpIGBGgdZSBg59brwxFzSqv0PJEpYuF9mWWzjUAzhFwpJCnKe7Yjmcksu6MpqALr/yll9v9O/qx4VZgnTC3jwnXJ0YS768QvpnYwq5u0+gYi7M8jwlXITnCWKucWp5U7iumaaMy7L3ZeLuBQCvfPSj+N7v/R5/agDaGexNbPTR1dRHpUTdiwtTueE9UltbIINbWA15jCtU45jP8IZBg0gIed28t0drQEPMBXqASJi73jO3rubF9OuPBs9SvfnDbYNOhFR/Gr9DL4S3Os65+wOwdwJhw2XwUHrrkHDVPVyHOqFK/Gnnc0hXCDB8RzfL8vEi8KZ+2n0jt0t8VH7j9ngF0NQLAVO9xHnY6PFwee1WLDbz8+EpTNUZkbfQmr232rhRRM2g3WlzzjDpPagURYMHqakTJFPyORJVZdi0IvnM1b3lc+zeG6qDIV1FhtzHT2IT7rrrSclHqFDFWuM5vVC3zc29d7WhhDklCgXJzAkdauN7Iz6BORmKiwJhOAwLCF8w54xS+sgeacih3kK852SGsvZ5L/1YOvX+TcmcAGGWh0d6F0LrwnwWgTwnTFcPuy/okF39TvG8vF9FIF1I2i38ONyc2LRC+o0BBuAsRBeo1Q201sR7pzaBrKc219wBT+IXhIjdhlQXi+kixj6c5xlLv96zDNGwtg4vqmmenAioltzaJ25qAa4j1vSet2bo12Wnprmck4/wYn4+H6YxbJvbfD7eCf0uy21ZGkNVh3y804Sl2121rXdjbvjmNvtYzoCLrjM+SPH9s63p/dpt2D4Wonacn0+4vDxeT0qKNdwfFb/amaeMw+Hd1q9yfEZvy0y46teiJ14Zsf+nXXJC7/bu6kNkj4Xm2bDf9/V49bg2QOBDYk+7FCJCmV9vtrptgHBewXH8JQi6ek8sLfLkvdLNEpZubbC/2o+FCCGEEEKxmBBCCPmw8vlf+dqQDxFty9l7wzQZ1oPPDxtDdraQdzbPyQmJOdsg3jX4/MRbGbgyQyhNEeTJl+m9hOMPf2Az6vf5ltM0IXfW3DyNIZlNBejyok0poXR50+YpYR8MM6qA9H2QFVPuDXYJVzH0swDa1WMmyK5MHuoBmrs/W5ljvdMu4xAMHDH3pxpgXT27Xcb+qhNcAFRUn3vS/D3e7bIPKYjrsLHat81cfsd5l9HQC+hbLt7eSGQp1DNntM5jcRNXguEs5CCdZ3P2KlUZBHMzcbmfp52hdKKZqfjcedjC2PVtmyafK89MhjzcW97jblxMGVM3RNOJ3N0pm/OamOfkDJ0pGdb91WB0/O2//bciojLBG04bolG0asPSex1eNZS99whTmV2YUUFGCrlu85xdbsTN6OvH7zdeE+exmQyYwq+Nlx8aci86QBE9YoFLAG+5T06FLX5uRL3ihOgyCMMnm/I07Rst5NHQ/vgS6B1dWxO8duk9yh6XGz+sjVUeoqnvR6nr0FCJoWIh/tpEBnGhyIy39Qe7K6ho+et+4w50CFX7mcvP47WP/hCAzSjucnWbDF6oKZkPsa8+h6XZGG44Z3W3L2fDvDvOS5YUcunfaWaKg6tHtvfCTTuyAQcvYOakLqR3zna9keVYJr47LTz/h30ZjNop5PU0szAfJKRuPp+yOZF+u8bm5rOUDbn0c5kNo87ERwixZEipe68nc3kkAcC0ORElJYV19yflMRS3qPcSS1lgnUBoSaFBMFSpTpjMk2EtfX55g1oQxBTunTbN5oT6ac5u7Ai2sNT9O22eFanbODHPCevDLoy7xAD6Hx58/mqgn6dEBBLeK7LzeebR4DMQXJ/HCfQ+q0g8eA/54IjPn/rYy0jnW3s3UdeHlEjz7NfF84zWbYzTpMjxpRv6ed5N7jk2S0hzeJ6C1/fubEL/vjdLyFMfjQRoEkISn09At3nTkvoc9LJFGui9aKezhKt+M6o2n69WthWsE8x3k/OatZSRJ7+ZRMJ7bd4l7LsNhHnKmLuXgqgMqRWmXcKh20CYkoU86II5+76fz3fOYzlPyc27ajpsusvzFDZ8JqRuLhNV904Arn/L9fXk7MORq7o8wNt31G0Qyim7c7Q6rk3SpC6Us1h283tZ2/DemGZ1kYrMEor1Jy5ucwqw9W0v5k87hVtKS4WFPYaqsUxCc5vN6tAHX/vKt/Dd3/cJEEIIIeQIxWJCCCHkQ8ov/f3fRJ6Ov6YbANTijTXwAm1KBohTKdBqdcIv0NxxSnrCq0CgnYgrUC8EZzsRfVBgdmybKpCn2ZXxSfC2kIadrXerpzPe5Ozz7t5E0rPuckQV0+yN/s7TUXDdB72Y1jB1BrmUEqY+jCOuN+D3FynijHgpKWqXr09OiJ6C5sSSZIKW370M5Pq6r4ki9Rbe2y8BFXCip5miHyZqMnqBiIQy4upVFZQYlhCK7vZs9eQo4sZ4er7f1BTT1Bs6R29rlWtR5eY7Iv7YFCUYtFQFU2ftVhPkuW+bQkIOYxWBhGueuo6zpNAQytVs80ju2z/PflyYemEQAB48eAVx6S7ix3ergouL2OfNPSPxNpbS8OYj78GkdnAe0wBwdha8t1VgevRIrrXg8vHqQ+ii4RAEhI+c77YcmceSGHkK474BiN1U4YXfeHzqs3bKQxju+rd/xXH5Dm1yJwIGeSkIfWsBXv2iP9lbbwD7Lh9xqWMEgRU7l9uwigHhuW4S1JrW0IKioyJDHtE2hIIV+KCVipfwAN0eFcy6d6EyAeDB8tbt/KXq5yURQQt9oQZnBJdQRk3cWAYAsSBjCdy7RlUwe8f5rR/6DSeyIndC6bY5KBQpe38PKtyzripuc9B2jbrlB73mcCJSQQ5isaq6fI6qitzNd2qCSeKcIk5AMlNMXbhaM8EUnhURwJxo4TfyqClyMKxH5+m4WWbb2BNERfECs4i4TWyqEtYkG64eUaRuQ5eoIucYmUS9AKYShBzFNIW+rho2MymmLpS6ZsPZK74PfObw+4TfQdNqnDdP7bAJp4hzzUmv+w+OsPteMO/OkK4fTDOFJP9sTDluokzuXaRJMamfvDYR7XhsOSF3fa9JMMWXqSpqv2nFzK3DxAR5DutI9fPQVqabu2QUstXUbzCbMnbSr4fM5TAGtvdCP3Ry2IAnKsghJYLAfGSIbOinEBVD3vkyKSxNpsmcsG1m2AVvejU/x+Sct4TpN39Phmke12j9wzJldZs3RODmSAEAhROzt3nY/95wv9vkZhNpP98ZWsiTkJJfHFmCW0Ok8I6DCtLkNwBY8p7EOiW0Po2AxE1SDSn55uesfnOPhLqlbhtrw/ztUlKE91GThhTeNb/82S9TLCaEEEICFIsJIYSQDylf+uI3sboQcHLtKdmJIK25H9ea1JfRmzJepF1dmDj/Az0ajAAAsrpd7imZP4f5MHLAZlT24ehsqLfEfI+oKF09lsRdz6l6gOo9SJO4vFaWzOcExibKOe8vE7fbPoU+2cpo8BjzbdvCZoZwnM0LoTmUydncMQCUWpx3XsrmPcE1DfmIa1VnuK3J3+MshnUoU53xLSVxuUE1J5TViyNFfJnaZPQ4CPWsxWcva+F+mI59vaI4Y1tNcG0zxZDHdA227mT+emyC6wMBUODDEib4vrasQ5kavKtqjR7MDWV/NazSX3vjNXzy45/qe2Lz/uk/KcDVlTf+WTBeWi3u1PuDYKkxfCicF3FrN/et9zbzmy5KAdZDaE/rA1VuXF6Jc9pUEZxFMc/q5pbct2kIi7196g/j8VMIGCd5CsEibgYBMKjFrQ31xTPvr4AaAgy8/khc2OmlAG+HAVEwoQ8p3XA+1C9iztArJ/pDLWzcae2Ep3UbRG4UcfnImylS9heS1svbMKRqGkJC6vCsAxVL7w2V1IUxTdAhIoUBLm9uMu/5tIUo9aNQIC5keGvZzflJdAgf3Zqfv2spWKs3VA/vMA05zE8Mq+HdYuKi0NfUXD+p2NBvrflNQynBzb1yot9U4QWk8G4BBDXMkU3FiQu1hjkfaZhXIxbeE/E9v11PKGM65K2PZWKh7b3d9xtcrngAaGEyVk246jz6MgTLyfyoH2CeOVS1T9/RtHnh9wPUTe+XP/OzUGrdwndjCwM8pDcRwVq7uaolt8aorQ7zTM4Ja+nKwEcHqmhD5oukfkNdRvPzW2tDdJZtzde1JTeU0q8BbZgjzcylHkCF+/2wljLMxVk0/J5IYQ0ow5pw+83RvUtyiFIhbYhaYSYuL24T/84SbQj7FKEibs5P4te4umJomyVzwnxtcG2V4OkPANnEpRaoTf2cLz4/L7B5/veZMuK7UoDhPSEKtK79Kamfv1WGOT+my8mtuXtci7jrvTlP35mS0jB/x3piygYLbYm5kLcycGV+7fNfBSGEEEI8FIsJIYSQDylf+sI3cDj4H/l9yLHWGvYlGJakYX/Z51MVHLqcsg3Afgi3XLHf9yEwpU8xBmDLwelDmzaXIzJnC96hDcuhDVrMoTfkthbCUjdgH63xxdczqct7BQD7vdd8GgqWLp9bbgkHV+ZEGFmp2HffafA5ME9baKs7b0Ma2oZDLFbdPdzO8e5W2ga4XMINOJEnuKBXiGo7hDJjPUMOw1ZdGNZ2fQ99W2I91Qk9QMOYmq2i74Ta/IYAwNw4P+UHWqvfrABpT+y3Wnw9Ks21dbM5Ba+zywN626guq38WgqEKAEo9eOFDEvS1Lw6C3ZtvvxHEYri8q8C1ra33ZG4F+30QByswdUb+/bKJPj2nrm0/pHcTWHTpHNghXshbbz12z1syjGKxAui9o9oJ99/aTsSCPoyP54moB/Gz0cFNh+sfEMDFXW3e02c7jR+7W13++OoKeOuxL/d4r1i6+3gosonDrv6MXhwWTRg8z4EQurshxctq+6Fv0yAWL9Au4kRrDdLUXVtrhhw6VlCxvw4pqtJcaPtTxDEmApc3fC8YValQRqW5kKQ4bM+//46gdlbzUsJ7oY2hnpfm793+sLg4zlv0hbhJSk6MUX98OMTtFH6OFBUs3Xsthrrezlj9a1ybO++yjHmxh3MIcNgfz70sy9DVJn6oqKxu7l3XghCwYXj8RBr23XthWQ+IeuwgPErD/qpvWx3Ehhj6VLRh37et1CGNRavV1dWk4fFFt15YVlwt4QpeAcHdFlw/yByWBWtYb/bBIaQsXgTcw+U0P36xm5tFwnoUYU17W8gd9ellROBSusRZ67qpw3n7fMrLTZSNPm+1+N8L+6sD3GN6vR6ULjx8q+rWp9vviS6Cw36cI1uFWzuLFLc+3a41rFezub6WPXDo1oSHtWzX4vq6OYEZsrh+XE6kHm4VYX26uPXpYSnXc29Xz+Q3FUGae4cdDuuw0WATv2O/dWX264lNN35jrKi/x8uhBO/kzQO4db/nlr3fFHW11uvfD3096oTsw7L4sXMowzpFFe53o0hzfb21M1yPwm1yePVLXwMhhBBCPBSLCSGEkA8p3/7mBXqjc54yluVoWVcVBBs61mDISDnj0Kl3KtsO9p5aDNIJCfM8oZRjGREZxZjmI9HudgmXl32+W3WeXwAGb+WckzP+iqjLT7W1LVxP8oKsxG3mAOrgkaDOcLNdjy+zeQ54r+HeYHUqXHT0sMimzgC3hYsObRvyXSZ3f06X8d7kKakzqGye4BLKSCjj61GVQUxr1Vt/UspYQplYjzaBdvXklLF0IsepMpv40nuCG+CuRwfhoAWVNlnCiti24CUjgn6op5yhS2jb+oS2WQJkdWWGsOGoTpgyA84efWkQizXE322logbjmegoCl1dxdC4hl4/bhLbAzSov7tNEPMTA3DCeBRBAaCUMafyZYjjanZK302QmtwnMkwiJXhWN2whnzuD6qlNGi1+1hBz9G7uNL7d7UTc6TbUfyrmdd/Z7foZPn5WquDbb3kh+Grvxfq1bmGnPebEapEy5qUN4SBba2hh3jm0t91nAkUawsfvN1G5Y4nPiwkuh5+WnSFXFX2EilNRHuJzGMe86dOU8akUzBRo575MEJ1zypjm6srEelKar+e46zI2Yb/4d0k0mpvqGL5/lE/9UZgjTMWF9zbRzXswlEEo06Oq3sMZ10O8D8OqCb0EpKKII0otlLHk+lqiuzKu9fJeBzFfz8kyQ9sM/ft1y0089kHfbyIhbYUoBjFoy759e1xhKH2Oy+bHLCHvOYLrCWrDkt/clCefz7bV8VmIotqW3qXz7BwnJcR5aFv791EE1Od8OUGes/feFx2LSAirPc8opXu3SMhSASAmw56nCaVTmKUp9MQ6xpUJv0sA8RvSrj/q+2HaTVhrJ1LD3L0B4NavADDlCZedIrzdn3fv7zxPWOvxelrTYdkSlyg5Tzj0ETOqIK4/RIqrepqyb9tTBGuZ5ozLi+P9qWXM5azqt6TtdhP2+66vVaAa1xShnpyx764n/tbZGuw3DU5zxtVF39dP3vSY54xyebyeb33zrXdtFyH/f/b+pdmaJLsSw9Z+eMS5X9YLQIMAQQDdbU22JKopykiR1MPaRIlGmdFk0kBm0g+QpppwIJPpN2iuOX+Fxmoz0vQgm+wGutGNN1BAoVDvqsz87jknwn1r4Od+19f2yAeShUJlZmyzyvrOueEeHh7+OnvtvdZpp5122pfRTrD4tNNOO+20076AFtHp0WzUBjSFDfpN6+q4aaLnjCB9sGVxcpqvl4Lb20SVLEFajW7ataQedrmUnoU1mGoq40JaWevFcbsm5/aLrtXD7KDM9Xn0MAQiGjkpVIM+r5eDbF5p0CH9Tl2oH3vbEr0bAj5kPqga0f+uF8c161UqoIPTRU3hqcwIRgDdTyWkq2ukybWuThnOQHfGj5kpVgw26D+ua5myTkTl4ZB/lHHlvl4L7pnW1A7KDO94WX3K+BA1+KiH5obikcqkPjAh3Tg3ofF2WEYBGd6pmZKeWy+TaVoTSKPcB0fPoyKwQaO0uGKnMjZl3qgKgWKlCL7yo99FtvXNE2n03p4Ftw95jnztTe+Pj7MIIU3aJg2TM7MBbRL/PbIRiBQYWPu455y81v1cF3xn+zfomm8s30N883367jf+bklZqoEZtEmpKQgAX03XHHocD8plQDlnsRwxAyj4pxQHZXTjbKVA4P0fMDD84x8L3takNYzk+BUAkRzbuqTM5hWm3P9ZL1nkRbfw1T784Y8pMEfUsFyShrVvgPP7WCxnMR8769163a5BzOKd5SHTcSplILnxnCuLTZlZZpjkCriMY0O+D1MUFzcsg6hvWWySOLBS0n0UakMAyoKUtdUzuUbUc9/bFJhQlgSIe2EphWLw4TV26YEEBnnuA+43LzYFX2V5BTeFKa/FYxDYS1v5PgK3dB+wZfpXc4WltuVpapkyNp0p3BVbolxXM6IcNTfSDzW3nglI93G0MdAoj7diyHP6KB/z58eO1qnPt308BPjFMzOBDkFIl6cFd6LV5zOfmSLLD6yXhc4ZXhzmvMZ7ySDaSsGXvhR4kopZlNf8snBwX1kKFipjE0h4SWfu9eJojdeu2HlNLJeFypTiWAqXyVYWZgSyYpMmu6e5slz4HOjF4MOPDlWhM/pL+0cmIveVfqeo8lkTeJwDhzOqu8GH/VVU4IkCJJ9rRQ2mTL2dJUeWZaEyZg4fhJhFBcX5XFFWTW1zLD4GYwrsksbB6pR17sWJ+UEhk6zIsqb340b7aYB/d732AcvW6NC2JpjKlNRv5gYbnjkHTJ922mmnnXbaaSdYfNppp5122mlfSPv93/tLFFMK0RcRrMvrj2QvrFOrevDD2QTL4BjwoogLU2ROGZkeuDy9/mAvi3IGnMphIsRSGACM4lQmcmYUYiqzLnyfllKLVRTr5bUPlsUY5MhpUP1GWIZ63R1tAFtFlJxdL2XKWKYYFsp6kp6V6GMR4fsU46xPmZIaoNodT+/KLMaR9IKUIfnog+X1xqUoPbM8ssfHW4n0wIGxbfl5BSCfpYlgWcf7GAHdwEvm1vg8inXl+8x5eJy/pypTX+fs6kdOyGsdqijj83i6z8PnPpYx5fFV3Diz9FHBiNWqCZZ1BB+SY/fBpEwHchH8a994g7/9t/9DeoLL09fw/tvhiyyW96iPJAIznvrykZnMP8JeC27VsMUv0V8dVwLGgfYRgOHr8/5k/xr+Yvt1+mtrO8RG3dPAn/0RBziINNLH7N+lRCcJWBpfGSArpeLr39jo2SDtkfX6aootOblnkA/QVO4ALM70uhW4PnMb339fMI6AiK79yOUUqCmzWBYQDbWURDl98Ppjh6QM8X3fGCzGhpqytKI1ziaSPv7Z5oFkAJbHWiEKLAMwai6Q9FNUTSgrdipjAlnymhEEcprGQZmD+4wBQaZpjVfkmAtRXn9FGryMQIJCEgBjZrBhIO/bfZohJQEd5kqZdSa8vpnx3Oj35rnQ10SnMnlJVGUgR1RQLmPAk0JTJ1hRyABQiCh8YTClTFmNwnM5rdeqAlnSvpCesZdRKhNZn9uFAjxClOaRGOh99S8BG2eIKu1Zve0Mpuwa2IcyHxUkcdqBnV31iebmMBkCV0qBDuNaVbEsQzCP4AFGCpUZg436uWqhMpJkDZalkNSAqmJd+BrTRgGBZSkpcM/x9JTOnwgqsyxOwXGuinVdqUio0H7rRTlIUoPOVUAHT8d+6ufNoe0idO59ecbxmmIODNNdwGd/4BEUOTLomCEKn9PHszKkB5yOcgT9jDqsIaLTfcJ47+5lhr+LQNPz5OUt/x5QMywrr2dSeN/24tT3aor1zSxvQfddnPdGVfrdCIDGyct9OCCOz+SvdxoZjpiGRsC/sw6KHJSZ+/rbf/Z9/Oqv8/n2tNNOO+20077MdoLFp5122mmnnfYFtH/+29/CPoJJEUALcjZYsBaVqqEO4GpEYK+NHSOupPfkNoPF7b6RI8Rbe9A0dytq2BPFZ2sttY1pQF1mWtA2PU9MZdrObbu3nUDn5op9zK4qNt2nRiDGTC8LKmMOej6g993YL7Ux7bT5fB9REL2oI1AbZ3bkfosAXeMBusZU6Z0CPcp/pCT11NemOml8Apxh7qmvzQQ1oRF7DaJE9qR9ZiozNaqwFmW4coaCCvaJLrrx86Tx1vVJc8ZfpWu6Llsqk++joPuYxyffJ9Hm5j7ofq25D/7VX/gFfP2rX+Pvld812uy0y5/3HUjJdPAELEXMtLVoTGhYo6AlGuRbWzFixS3YkQwA1xdNv4c9t/fwS+W7dM0f/Ohfxz/77j9493nxO/7nv/qf0zWqbaaBZmwIag3REoAkjagJrVRY4XpaNJQxIycCECcgrbU29dGb9+4Mzh4k9d3vTNde98AHH/JFb58VbQC+WgBvwQ7dezhE2HEfUagD1As0UXzKfid6zlZ3ID7kRmLOLK9p0NTG2pMiAL6OT7SGeJeJat5Qh0gGtZkyvbZ40GniUYYzZkX4MwA0DaIsbhE0T0VipoIOprcP4c+1zfT3Eo2oMSPmtkz7AFhTsUUjNgkA05ou2qhfWouDvS8D85HWJpmuyWttoB6sZ+k+qYxa0LnC0z4W0KlPBJxx7dYoaztMpnFgYG1mTXufhmBLbXMJ0jFVC2xDRmZtMrFhmCvdJ+/trcnUJ2/0J7gNa+F1jn077XNo0/L915GgnQNQBFiFg3fa/RmBcQwaae2a1XkNFG69lUZreDWjcQ3gwco+gKseVMZUp30ACtJ2KXAKzGutzTIbGiQLEgG0YcLvVSfpl85D//rRi9KaISJT27IEh7ugDXrDu8z7mhj4N0LhZ+5r18ygM97HTLATA1BMa20/O44sDoJtuE9gXnvdFVv63THuL9uGSW4FRdHSukn6yXEks8N7g3tqv8zv1E2n3x1jmUCdgntLSefnxAjSIibZIDVen8WC+k1ao9+jQA9io7N96rf8WxMA/sVv/ckJFp922mmnnXbaYCdYfNppp5122mlfQPuX//wvExVvTKDUvu30g18kcBsoGRExZdnudefMRUWiPZ5TR1rbsQ9OXNHA7frxOoC1VuyEVxquI03wQYZKa5WeeX2ydJ/ZpdtQiUYvwLR6mLsALRppGC+wifa42wBGIIg+rUSb6FQTUzeggdtQZlnYcfJRRhRyxajvAWDDTiCXpLaZC9Ggdqv0PH2sMAiaHT33G2eUiFS6j5ogqqQy6bbKbVPtwBWXyRqZjvst6Tgnh9L9DsqUFOH7HCWY93796DIHyoHYbo2GqqYy3VLbbhXf+MoTLLEO9/akYIFPgIu3/SBRvqQ+DEHCJgER0gNuB3q97++/QfdrCNzxHl3zwX7F2/YKrDhueLsnqurYoTpqiwb+0bf/x/Qkv/61b+JvfeUHY6MRTaEDWm37HV+5XKnuaICvr9fsd8O3/oRBePOGVsds9op9T1SGS2C7v7ZbteHv/f1vd5rhl+dvdcr4vN4UdQQha+BHH3LdbzdBHcFiBN6mrK8mCgR/17kIRpYHQIzHR9kZYq9SUeP7dI1qTGDdHkmeoAq8vA6SKcn6Iy1we1mP0v5Sa8V+zxUx6CHiuF1f5/JelfefAxMF3ydm0NObEvBrpriPgEzMoKeCg0FUd1qfZQMiaQnfprk+Y1C3Z36g+/3O66aCtEPlQHtXwOuMaOA+7uWo05ouKrQOiAA3Wkvr1NZtB6/zgrTHzguOGQMlkOC9HEDW2lStiSEhcE17bN4HbAPuO9/neSwTwJ4Gurtiv4/rPu+5HQhLgRR//k9xH0HpX/g3p0Caz7/9NaUA/3UAsD+lej9BUvWz2QQOc9qjieD6L/+LqR1jMVOhM912u1MG7eutxuxjoXXlfqvTWSEHdh2XyXPZKZDQTEg/+eh8KqqINp7h5HVPAB7/Tm0xoSDB/pvhPpS5I3euufI+po3X59s2jWp1BqpFG/XBTTCtZ/1Mzevk7fq6X96uL3weLC0yBq4gCq1nL08yZvTW1bHfxnvz2gTp/AZjmdaUAgsaAvtY5oZpal9Wpb0ioiV5iApI0Cu6rOAywLTfjM/17pphf6mtYU9n9wYex8tqeH4eAgv2hi0D5JEYZi6B+zWdM9LeF+k+v/sv/hz/4X/y7+C000477bTTTut2gsWnnXbaaaed9gW0P//TH9DnZXHcExrZfTEj+OUYdUHLwlpcACZHvalhVPErxdkpAiTQF1Axuo+n7F5gzjjr2oOse5id+R0UHbIrlJ/HzKbMr3YUzT+AuN1plTKnk6/CnXW0OjjJjqxW2cFffMV2HwDNB10fl5nvs2eEOVkGRZfiaFtGobltGUxcSsHznsvkYlxHKY7bhOLkzDwmyV2K436QifexZRbHc9Z+nu6a+8AmHeepbaLIY38OAOAyKgodyiyLEagDdDCXgHlxjIBvKTbNl4/KUxPJFKoBrGmcRftYp3cL4MP7XI8nZ62JQUYuXKnAGEMRwL29oTI1Arf0Ar/3owt4mq6TA31rBeOXe1NouuhPf/Sb+IMf/P13nxVzpvEvv/lL/ObTH9F3X7tsBHmFVth7aQ41wdPXB4f3XaApQzmaQgcgVjXwB7/3q9RKFcPtg69Qua/8yp+hDQERtQb+8sdc9/XOYHEIYPYNukYkJtrdiGC6yLhBpdHf9/h9mlT1Htg/4IiMvM4cwUQBZnH4tODMOBfVDDKux6rYP0EBNtPWmyjqND9enPMv9ynkPO66mSnjWoSA/rIYZXG56wT8Styhw/pqVoD8PKkvRUmyGPPqhImK21QpE1rVIDKOPUl1drCbWRsM44QVFWhmDRelzUzUMK49Cdfq9xZFG69Jc7DLK+SsOs7Em+ncZzNjTWlJZ4ZuCfw2xbjYRL6PAFnbtY/B8T68D/Tn4Wr6Pvzat4v8BDs+PivtsCmn/VQsIjBF6fycdHAGdS+2Y/udV3C4iUxjoyxOmapZfiEOGCyWpZCmbwaCo8WEhvffBGnsj4wjCIgYzdf1Uuh87F6wHZ4vB8BvKQSm9jmYy/BDlWK4VQYw6VwUj3qIdrqgVg70/CTmlbU4nvfXB+pyC3yfSCVL4XP4lEn9To5i2E/KgrGbWmtz29JvgMWM9se2Y5bvSbrG5o5tG4OrMFkOhJSk236vcz+pM9OOegHGIIEdmM7H6beTmKMNEhj3LZB7Yfpdp7zu7zWmPigr/65TdcrM3zZM60MprG//Z3/6PZx22mmnnXbaaa92gsWnnXbaaaed9gW0t2/v8EEL8XJx0u89ojQWCdJPfHoq5AhRU6J1eynjg8Pi8uREjaYqqPtO2p4i3SnwrsybgrdvN/p7axs5/EWcyjw9LXj+8A4uVB/abS/3VngZ+2DB7Xks051Qo/amqcMHUGi9OG4JnGzR4D7oGqrBvXxsGRHhMm70eb3MILtaoMiY8Wjw7bWtHZxMtJomkGBd3d0HcHKxlDXw0rYxC8KwDY4ULzZF5osq3IOu2UY6bzcCyV7uM2qLFjfsY2ao6QTmiwaGrkVZOHsk05P274Tee1mdMuhVZ0BDtFPejvcZ299Bg6yRx/22rIWpX6U7Ekl7z1jrdV19AqVa8ou+WAYHOw8uX/OhB4HTocAgB/xwRbJjtoXhfs+6b2Xiqo6BBrm9E4Z7vWbLCBZeAlLG7OOGrKE9WxA4BgC3tmB0pL7e/9W+8/YX8YO3vzxc0/WPx/74pcv38d//pd+f7vf8PFISByRlWteqRNl53xV/+cGvcC0huNVRezFQ//RrDAa0HT/eOQsx8B1s42tFYFn5mr0FghyeL17soeD7fwnUt3TJ7ScJGN5jCvj5dDmEnxV9eZ0jrgrXcW1yND9ytAtdsw96kMtaEGnQa9LjXdYFGNbNZXWiJwYAY5wUpRSU8T6LAYkeVtpTout0+KBRXBbrlAXjfUzI+b3vgZaCPtZL1g51uk9Z0t7tsySDu0LGzGh3Wp/NFLvwi7ei0AFgWopiH9bNo0CpUhwBziwcdY31gMWhFKOgLDOhM4OITDThpQitv+YCHTWyBVNqcVmcABnTArc82Jm7f1kNdR/0U91QPAWUBeuVL6thH1CYsv8Qy9ufUJn96/+A59WnT8U/7Wdgny1v+pMR//yaL+19tO/+8bvP68WAMu61ApNGBd9cVrwdg1JEab4APZhiHJOXp5X2JzNDSdq0qqxr/PRmhejrelWKPwJGxufhtfXytCKG86VamdqmysDishZiNVBVOqcDfb0a18llXVIZPmP3MhxQshRFHZgqDIGSNNc9gYRLUey34fwPpfMZ0HV/x3O2F4EN51ZBhWta8y5O4L2XoPOlaMCMy6yXQhmxaqA1XLTS515mYVYgUZjkcxvrPy/594kKfJDhEABQ5fG1FgqeVBjckrizsi7x+sRBAv0djntfQIQDG9angtvzWGYeK6F8prusBdeRUCZAvzMeDaZJXxanve3D9zOl0WmnnXbaaad9ue0Ei0877bTTTjvtC2YRgX2v3eH9MJHuhH4xLwpLWlyBQCk+lBEsg2PLXFGTUwQRdI2iO2DGMpvNTrayjA4npbZ20DBRropiWYZ6TbBcXtuqJog9O7qAZXmtx4qh1FcHRwcNZ+B0WV6vcTfEEvT3rGUrKtR+L8aZxUcZWipYh/Yvi2NMfhOgZ44OZqpY1teLSrHZXxmAD10nCuo3L8pg4iMDwsYsUsX0PJreewhfI6pYCgPbOTtc0nsXVfrcM8y5jJpgwGNgBpSVx4HVnC0GyDrWK1jWPL7mdziOfVXhMaqzhqnqPI7LMgAnBxrGIoKSxvH4WUQQFV1gL9mckccZPA3Rab2ntJDXfwaAqJIuyfWga+gOz9tCISOCeuBtP6KqflpBwPxWBVseF+AmBwRtApRzOtWcXtXguGcN4WTfu34d//yH/zp959gRQwbre+VD/PpXv8N3Dx5j217wvQ9/gZ9DK26NweK9JXrN2HEP/vnV4AlluEMyUIk6Aej5AZ8//BDt9qpHHBFoKdW7RiVQAega3+P9A8CchvrZTCHvwFBzw3oZAieKIr/DHBBhrliHNc9dpywhc6d6vBRg6KviCklraV6SxYCF1hVgSVnN0QAb1n4xpT3ITCHKFOsiIDr5/e02PfO4jvb2G3QAEsyE1zyVB9MGhu+UMhCn9Ut0ylDsr3gsY1jGbVcAJEBDlfd31UAZ9y0BIt1HTODjMypm8Cu3zQXlMuwVzvsYIKjKIIiZYbkE1bFmwMx2GutmQnuqmtA4ADAFCZnyecWlYhUGG9b2LdIhr8sv4bYPZ6sp4/zADs4NPzPQ+SB79ctn3Ak5edkUeO/+l/SdilK/rftPsMcrkuW7Ayufbd04e70sBW/GALPFZ3DVjDRh3Z3WVnPDmhrs7jTmylKIPcRModMZRzmj1AzLMKcknUmBmdpZVen8pSpTGTNDpaCTnjH67j7Cn4F+ntdtfD+pXhEsS9rrikGVy6w03wOypHWl8P5hEvQ8AFCUz2fFhfZZQZvaYiuD916UUn7l4D7Zc1tKOj1JS+tkf0djvf33Cf+m8cL3UeX0Y1GDloFCGpjGpDoHS5oZBWAJBGXJ710pkMhNARored1/BC2P+vUGOkMjBT33tqUx+eiHF8usW6eddtppp532ZbcTLD7ttNNOO+20L5j94R98D/dEHy0alA1jpvRZBKiNVc1UQfTQlumiBZ3DdHSsKGd6qhtlQUUEkDJOdY9OL/aubUKfIxq0MQ2qNW7LIkb3jQhstZHuqjm3regR/XVFDGXcha4pxaasrhZBDrUSoExW85n+WnYQYBkIcmZkWlHgkTw9tjf17WEZrfzeXbHvTE8azTB6pdUav/eS3/vLtaPTbb7PmBkyZcUCEG1pTIIyRSICksZKdaVrTDm7BOik6GMpt1RGMFOYB5dykym7Ot+nVuMx6cHXpD54eaZxKLjzM/tBdvU7y/hpwwQmRGj6LjBgFAj0TOMAf0fJrwBaAhQRnFndk1oDcwo0l/tFljDG+9f+v9GUsUrU6P/7q1qmiz3SG7+i4Jvv/62Preei30CZ+B4DY8zL956/jh/tTDn95M+4DVnDxTbsLYFVAswC0SvGfuurcMqeldYRzYfV/Y5642zG+/UZ7fYJGTIxI1ACQIaO+mRV9KmKj71wdExz5r1Oe0NEEAuFt0Sv7DZlu0J7DvmLlQia353d4ghoH9d5pP1wnu/ReDxZEWqbyryfHGXnZpvKaKO9oXpDHbKGww4ClrzRWmPpmUPbFLwD4fWpOXjvfpwJRiupn0xBlLlHJip0jZpgG/saj2x+YeBqp3d4sGa3xtrOJpQ1mM8vwEsdwzOrUb2mMuuuShDI5iY0NlRi6gP54R/TGeDplyugvzjUEVNg1BhoAmCii/1UdoK8PzXL3WgKlIFGt0hF+zazVHTAbBjbby7ExtNEJnYeqPO5pzqdAWSXaUM0NRpfiEi64EdyKV0q4l0RsJZ4i6AAMQDQdPYz5zOb1DaxtCzpXG0lsO8jRXafPyMjQZ/vA2OBK2rqp9Z4bzBj7WDTSme2RzewVINpWiOEngfoQXdjbJGZMi04gmjogZfgj/GZhc/ZEg+ZnKHeUug992DJfMbkMp3lp6Uyr22LaNQOACi+YK9j3wr1bWsVmdqhlEJt0aTtXve+GRJFuUkaK7wPtxrYW6WsXzU7GF8shbBvO5Xp7ecM7Jree4tGEgmLCb0zUdA42O8bvvXN7+HXfuPjz4annXbaaaed9mWxEyw+7bTTTjvttC+Y/ZP/6k8mvdXEjgmRIPoyVZnofG+pDtFIGmeYMnPv90pog8ie2qKkJwUA9xswOnBFKu638RoBkrblvlXWw5JIumhAhj1q3ZPz2HG7ccdMeFyr7OQJ4J5onLMJNtK/BIAtOaDzZ9Fgx5e3CTS83xnMhwTu99EJ/9A1ozKf/A5z9uv93jjrToHbjR042Yfd78OZIfcsYJsyXfa9khNepH1i3+61JsApUpnZu95aTY75SONrdspHNGyD/nC0RgEMj5rBI+ZGen7WQBSn3ZIzUwzbkNVQtYNLE0ggAFKGBaLlaTGbKmjURKAmnWPsgIyaoodogwCDoxwB+MrA5HJ33PfXrClFxddyxt1q+OrlFRSJAH78PjB6Z7cGbKkDtgrEXxEFqbUdQtlZ0zkHMVxbwW/94O/Rd096R8XrsxWZQdnnRC99qw7NaxA4MKNn9mcNaQF2RtTF3xBF6P0nP8L73/wtLqdOerKIgB4h6MkEPIo/G0XrR9krUBDgYAq5N2xpHrbhv8CDJWMb+6tOGstofV17V6/wGt1anYJoJhMjDfla9QBg5nVCJIjSf9/vMyA73wh5l7leudC2VdI67Xt13i8kleFMVUGjNRuYgwBsr9xe2bCRrEGgpf297iDgGtHw/JZ1QvMmWlulva1FwxG+PLJXBEB921qltRV4kScex0qjM0vd9+k+0XYCYAR8ztm2/WCsNH7vGiRncb8zSP3u/mP23vf+AG+f/wXdN9v66//Th357t6eL4u3b8cYHhX6W9jd9/5+x9UCE1/5f5Y7r7/1/3n3uuCoP9rZXYiAxvWMbKH+3e50W2NYanWXV7gR6bvfK1MJ4rIvjOFbBbZy795fvWf5lH4Lv+no8r3EjyBYArT2ttTmY4mDDuA/PXGtFnXSNQbLFIkJl9m3/iLV0OIeq4j6c+bf7xow+eIC4Y+CbAs8DzfHtvk3BPD3AZ3hGDVyvr/v99Qq01Dh3JRkWSOA6rBG36x0t+KyxtIo7AcgNt+eZjofKhGIfuzLaJEUD8FSNSxAldq11Art7GT4FXMf3sVde919M+d/jb71t3w8jzyqV2an9214pcO2lLXXUzlAQjfb9vk8AuZigjWUkcHt+/Xy77tO4/e3/+o9OsPi000477bTTHnaCxaeddtppp532BbPf/93vEDDXQV3+ZdwdWkNU+Fqwv03e2CltkT+ul4Lr822+ZvRUiGL0KKwXx/V65LgfgEZxjJ6kZfEJ9MyZVZo0qrrubspE2is9hDmAofnmikjOs9aUgCxfFtwHr7WqINNFB4QAqXUpaPW1TAdbc3afUHbluhZcn+dsOMr8BgNfl3XBc+N3OFNdKkbAclnLBFZEBjREMXp9SnHckxc+grNDu5Ny0HUsNgHouW1mRvc50ubMbiQzxwhidtrEDARzve6FgKEOmKeKRQEdsj6Wgv05ZZMkR3H/PPZTmbITJ0sO+LIYbs/7R0B6bE0FGKgnEQFkgD6XacChd7ckYeM9ZbnhLchRK5KHPRZ7wjrSy0YjfBkAXDYUee3HAFC/whm61zsgyZdZG4iGucX8GAcY4mSBg6zlTBUOTHP6Gg4ZaqwoSEzAQ+HxbnkNTU5NBKBv+ZIPvol4+xf03Q9/+GO0MZtmeUKkNS9anXRc52FzxG3712svILcZZ7K6FWzOLzqHVpTi5AheFsf9AOAYn1NNaay4z2wQ2TINspnMoDTfptNwDlEWH8UG8VfNDrWkqa6Z1vmAilhVky47r3lHpqm9qo55bHAdbkqggWpmMsB0BjA17EM9mvaTI3MzbGMZPciIT31rZsCoy6wKJOp2NafAgrJywNjR/qEpA97TvMvrYL+Poo4ZpllDU4Cs3d6+81+ijQD5ewvahxxop7/2D9ONcuTL3JbPZD81YPinUNFfy3L1ye1aPvgW2ndfM4fLVy6TOkTu/nUtBA67CraDdzQGg6yXFbchYEzdKXgLeISljYwLy4p9ACO7bMPH6zvYUtDGAFHRac+U4b9A14zfxoDKSJWiT7PxPO5muA9RbHGwjma94awx20HflO26OAWzaJYwOFhSSnECIyOEzt615pM4sJSC+3Bej4MzUw6isXQmrnulfaszsYB+l1kRgLJ1K3L0H0l/AHBfsA+/P/LvIKC/j7F5ZoJtZFPIEaV47JEjk4Nx/+97nYIIs/5zNKFlvd4DagkgXwsFQmgOgmiPeKPhVsvK2sf53B1MFtHLeMF16KfYY6bTSfb7//zP8L/63/578x9OO+2000477UtoJ1h82mmnnXbaaV8w+8EPfoJlyB5cV6dIbABAi67/+DBzfWhIdlsWw/3OQLBIgw8CsqUI9s2GzzbTwImgDBrA61pQ6+sP/yMHO4T1Yy+XQk5hVUFtLVFmK93n8uTA81hnB1O4jPF9npYU2R/dsTcAYF4cy5BAuK5Ojj6gOzpG/WFfFKWOfTuD3+boXp6HlaKogxZvccOWqS6VtcaKG/aB2s/dcE9gpWp0J9VLmUV7BsBLO1RRY9YVG++zroXAVZU561PVqA+WtSAkp3kFZciZK3wZAwvKnC0u6HyQL89oRlrJy+K4HryPMSvTnZ/naNyqCsK5jA3zpeRMEgDiDUbacAGfqMX5cUz7u373zMU71fgnsAkDOEA+A7gkBHNvB46x2Xk95pI3AWAp6KCyInEPDuD3qXjGDNmyPqPhSo7AQOBNRl3NAOFy2b3Z6kzRONGGzuydn9qyD3YCCTDJuR40YgaLo135u2jA/ftU8PrBj7Clcd8CEH8d5xEbAQ4AUOtboI7lBPCng0b+bO1ljS2LIUa66KVgjOfRg6CN5VIQ+vr2y8UJ8AAwB1wUYar3MmPoGdE0B+9/RYk++6h95jx3l2JT+z1JKtRt1p72kgCBxZgC1ATmQ5CTCWrKoCvFaFip8XqlIkRB28s4IgZgK50BgJmOvixJ+sANyxPPVUSjyKGyOGXZenHUyCAu9626Qod1Xs3ghcuUJHlRipKecik2rwmJKrWYYhn2AnOFpDXMXTEehVSF9DrVZAIwlsVwHQPe3HAfysjBnnlZHdHGs5HQeQsIyI/+CfXt+gv/HTyPgT0/LU3jBPh3GYmfTtU/D3b0KJcf/wvoAKS98YbboEm+FgMufDZS4WCJN28WOnb6YljTvPOlEMh3ebNQ1EMxhaQ1IVMWl6VM8/AomHNcR5alMIjoOo3BZSmUhWpudFbqwZF5rCcwT7W3590XAjeeu+tlocxbUaU5dUBQgHVdEI3LjGsE0IMux3XbigL3V5aO1oCoM4U0ZVhfFG1YF3uMaZqry0LU1EUd23geCsCVzzVlLdgGeSALwEbgduPzIwCslycKejXtZ97xed0Zxl0vBbfxPsbvUIDOODJM6Mu64BZD0Az63kWWgnOWC1OhR44YRQeUG52JjSQIam1zGbM5iGno29oCSJr3xRMI7Uq/LVqLKbJjWYXkmv7yL76P00477bTTTjut2wkWn3baaaeddtoXzN5+cCcQ1M0wSmeqAPseYFdGkNO0FAWCHT6IwDJmcAnYObukWP9HcPpYr6hgWQYQrigBzi/lluW1/WZCn73IDNQBBBabsSPfTFDngPruZH+5RoXaqiaPjI3hPqIogwPXi1HEvQgQmrIOXLBeXttWFptoRCGAJ2f/+Dyl2ORUibajDE5FMQbm3XUuI0FjQ4X71tyw7/w+RIT6SY0/d/ACH1vGTPm+KXuuf9mBhXftN0UbPh9l6UkKLPCiWBPYnfWSFaB3WHzOlmktHt+/lAmUEYi3AzAJXeP6XdsU5Ow3k0fG31BGeQyK9XmUM3IPTcAOsBaTF/wgEWjGczVdEw2whFa3tB5AJorl0J2AsGiCUWcXAAx3vhWAN/iQ6ynLg13g8TmAWygN5X2bNRl7wiDTtn4yWHxANYy5y/K9emPmzH92KscEDAauAD2vAD9h3cvbh88JCBdE22kuizRE5X7rHPSfQLf8M7Qf/vD7+Naf/zl+47f/z+++a+UJug1wigj+4n///3j55zS/TRVLGdd1RVnyCJoz3aa1x9NuF6x3ayp0jZoh4TUQCaI0NVXey1yx5iVNQRnoz3udUlHHtvb2ChgqkQfrwkudMiEpIiBwGMLgt4hAc9/mdVyF9kwAaI3XUtG0jpvSmg3gkUrI+sNl4b24LGkdFAamVfg+ff84yNDUsV+QyghK4Yc2Y9BTLKgtagLkYCkFooyfhQKUIEDGVbwIluB3tqR+aq1RtqipUD+pxPTMKh9gHO9L+3MoXoXhd3kPt2CmhtMwLeiqwFfq9/iS+ADj/lG8QC7pPLUmDXpV1qp1peAJc8WaskNLKRw84UrnQzWFGo8Vd8M+SFqoKp39VAWSZCq0+ERf7T6cFyX6+XWYEFacAWQ5mN8t6MxrbihLDEUkrdGAiCUWAA50BAD1vCYoAY0ivA6iBa95AFzB9NzgOdZqg3sKVHFmGwAagdCttSmIpp+tx0oAX3hN8CK0xyxFIeOaIMFlhud8MUNDG89UdSOtZyDg6nSWNlUszvWW9FkdNG7dgDb2ZfSs4NEsSRVFq1DhbOr8PlSlZ/U+rNUdNjxf1AY3cHCRM/U2UGHjb6rWYNipb10FTUfgeofR2l/hZQ4Qs2Gs/OTHP8Zpp5122mmnndbtBItPO+2000477QtkEYEf//iZsmdUlaKuS1GK7gaA2hrRbroLa+gWnTSrAo0i8r0IZ0SpIKpgRKdEe3bVuzKmRGV2BBioMt2Zu1MdMYE0D+q1bcx28CkzVytIX87dqV8Wc+wpFbTdKwEGS3B0vRWdMh4BkC6agzMZ1GXWAxPQM5sqvQ8Rmaj6BD0I4F0ZE7pPRFc0HR191Yzfs+W+fdGoHEHPlPmmPmnfdd3dwQFUGj1Pz2jOdNFCfecmNG7dhWhs+zOz1rMa60eKygTqQrgvc99CAi05RHcVGgv5Pg0BD0Zdmwn1pSpmbUthejx71PtXpa7tdQllXXdLAHLDRyCoCYCbuFVTAMFBDSZgsFiBuDzTNXGf00dFGBl/ExXvjTSWAOTyi3TNzYDnBOZ9+GFaO2SWed6mROuPIKum7gho6g+NRg5/AFBZKNs30HKyF+LHvwPU10ynEMWPfsgZLVvSio+IiWPTfEe7M1U18FUAqVP+Bu1lLsuo0RyRPr/uBz1JL4FjFrSXuWuaQwdgsThdoyoTc0AH6iJdw+vrzJLB+0xfX3l+Z9r50GA2gZgDOvbMGAEOhlID7rQXyNxPAtJ29rT2HOXqmfA1dSoD7G2nMe0Kzmg0mZlBIjDOqxa8bpvGtN+1RPvdzx/cftb3fDCM1PwOhzW54VCTdexbT8wmtc56pAI+P7kJUc6K9P1uBDhElc4bopjOH61ywIKK8twPUJYnAJg7g24ffgfboMWpb34NWL5sYPEnpzwXE4zaBovu2L/1e3SNu3ZWjxdbDXV8h5j377JwdvvSgspEkynj1834jFWUzlPSWC4F6AEn+8gA4zy+IILaguicrRitG2LzGV7BZzvVmWVlWgfBwVO5LRFBbX1pP68bzJTTapvO2l4M+31c90DyIZvMNMxSHNugL6xYcL+9fhYAe73DhnNSMeA+/lZI87uXU56rWnAfnlFMpmcWE8TwnS/8zCI46CfOvHU3ykZudUfLwZBL+q2Wzs17nWfIkpiKzJR+L9VNcN82yABMy+rYx6xzBfbM4mOgzHMXXsNEZs1rVT636VPBdh0opKvTe+/tDdo31RdsA/1DtJ3mFPAIuBj3USv0zD/6wU9w2mmnnXbaaad1O8Hi00477bTTTvsC2R/9wXfw9kP+AV/3xgCmgPV844AuFffpR30us90z6FNJU8yLkAMbAG73HaPrQlTYmWA6aZyNdQLdIZEdWJHA4n3fyOmrmsoIJoA54k6grppPfYAdFAV/1Y2p2BSo6ZlzHwgq7kO93tjhCABbolpV2bHdGcyIOHo/o/O8Jd1meWitvV6z7xtlb/QySJaybuNGAIhIxZaeEUkwT543cvYH2tQv+baCwHYbQIcGtHRR7idR4Db0kyno+QDgtu1M2ap1GmN5Pux7JYxTZB5PGZOOluddcJlDQLhh22YdvU9lH1VozNJoAWRm4k+RxSwOBpBbBWr6GZE9koJHtuvH2ewY74KNoyMc+Hr8iC75UBe4Xei7PiZfHZXb1nC70iUQmXDgWQcbjRPyI6CTIOKORguVwKWSjmKgQsAOyNuHP0KQHmIwQAHMGfcRQGNd43o/Akg+06j5a7S5PTIJAQf+9v/z/0rf7OU9+MZZ0w0GRX2nuHz76q/hm/+z//T4ri2tR63Revtqo5Zl0FpZWzsEGsdeFwlak1utSL5/RLQpgCG/uS0tuPueNYt5r90FkwZuq40Cn0Qirf1ADoyIaATEAzG15SXA6LX5XG9r8zMjZfib8lpfa51AnthydnjFfejb+xaHQT+sHRq0jm+vjXm9d+PMQ5VKa3KPy5gDn2h/iJj2nZiCTpSkJmqruKbzElpD0BoSeB6A3/ut0tkC6NlwxJKhO2myYv8O8Et/NzUlZXniC2iZ6rkI2hCgsNT38fyn//jd5ytI9aNX0YTOf3YVbAMY1udG0ksVUCDE9XZnEHd7nISGd6DGgSl4zvMQAGoCJ/mc3FqbJC0aFPuwpqlXGhvbVqcV2WEpk1hwHcb29bpPusyq3E+qwG0o0yVveB3xogQ0Rgvcs9TCJNnguA/9X1ulOoADxo9oRIm9bTvu2zOy7aTWIFTmftsQKSNbxen3gohQYEe979N2p660zun1TmvNttVpTWtlXrdp7bn33w8j7X0Lpf6vNaCJ3agT5Q9j8ML11v0ZdU/vIxodw/o+NPTtfT44atLruAloHbzf7pP2saUgjYgd9+f8ayCxcaxK7Q80opQe//16TaU5VNtGe/x23/Ctb34Xv/YbvzyVPe2000477bQvm51g8WmnnXbaaad9geyf/OM/m36Mt5RJaGYQGUFdm8CyDLyUUrBtQ8S+6ZSBkzNqSynYt+xQyAAtl1kXw/U5Awq5BsXo6F9Xx+2WHbzAmA1pVgjsKsUOwIBCFG9lXVCHrEcznRzJkEQ1txQ87/fxz9Mz1mCa0bIU7JM/KznOwum7ZXXcrkco3+jQMox9sCyO2y1p0YZSW9QWjB4i9zlTOoJHWHEnkEFVCLgAXp55pF48GhtsOQCgeMFtRrKTJUdUcbT7hODQR02Owa5hnMuAnG1ujtuQRWums7Mztcyd55nolDD6cEgegX4/RSAwO5kdKftYpuzjDE5BMP+KaA3kTG+zzmXkci0gEyYXD8D49aMJ02KvGvAhMzQCkHXFCIh9qHPW6XMCj4969SKctxkS2KYXdUWLrOme6q5XRPtz+m67vaWX3toBWv2pqKR/3oDh2Q5BqYMv/f4BfbbLBcubr9F3t+/9RddZfLEf/jF+9R//Z3RNVYO1CtXer/vyVXz33/zfdUrXT1g31AygzFxHnVDQVEYLRnHxroues5E/aj5/XL285poWyJAVmQMegJe9aWSVMMgnjCN3pT3QVKaAnbmMEUBuZhPbAyQY7DbuF1VFS/to3zPG53GM80BkzqY2UwzSonArM+17alpxRaucUUdNF0xA0XJhhpGyGgO0/Qnok5cCHQPn1LAoj6dQJTC4LEZg8dFcMeN+6nS5w54SN8j3/xGVWX/tf4Ib6RrP9X6uLM0pFSD+5P9Fl9jiaGPm4VeepsdOoilYloVAJjOD+sfTBF8uC57fDudizerVAITvVdyx0xlRpr1DNNE2u2E8l/W/5TGnE6PQJ5ktPJ/72M+BmLy3LUshveFpQMmcTV0KZ6VOAVHogOYYJueFweKjMu6JjaY4bkP02xFDS1mcdZkTGh4vwS6jNvhquA+/MVSmGIweCDSsHZfLguvbQQc48ojrQQRjGy9rQRvHRkyKA1DXx7n9pYzTWVl11lAvCZA1c9Bqf9BP68rax/mcfGTLxXG/fvx7DjBrz7I4rvuYSXxUM8/54oXB7jozZ6j1IKoXcy8E8OffxQDwT/7L3z3B4tNOO+20007DCRafdtppp5122hfK/uSPvwcf9QH1QbM4eClUOyXai10uyektgtYqxEewlbWGL5eCawYrW4MN1xQ37IO237I6OR9e2jLq9C3FKMu2A3czHeioDbssxs51U2xZd1cFy/ralqenBfchCl4UkFByBC6rAfKqP7deHFvKhghUyEhp54ZaEkCbyogAMmivuTvc8jNnejfWeFvWQo4QS47/XsZJO259Kojh6CfJQd/vvaCur8+zXvyRKfJS6IVKdqBjLY4yXNLB+0T5bYCO4L0r6c+VxSYKVzMlrcgM8OeMhF7GUF5fGda1ECDbs2IypV13po3tJw/eAc2omXTdupcyF58oHsV6pvm79rtiJ13wOUija77JrCv80zKOU+iWiQUiMus0pLGO3KEW8lFcyJS2e5CBnjMGj0x4PhRpWHXMCBRc1qT9KoFIwnvbxm3a20sgw6t9ZeUHqa1hu+7pu+8gxqzhCLz/7R/QNb6uWErKGq1HYNbnD72p9/fxvb9g+my/LKTz/fz2w+nJ3AtsGSZoBJastfmv/Cr8DVPpbj/6LqWRWdvxjT/7f3ObxGEDeti04If/9v8Bvhh0ADRFZrYBc4cMY1PdoBPtMQP7Zgof9sil2DTeLWlobtucgVbS85eilF3mzrrHZgwW9DIMyLoL690ezMVShLITvQAlBflEKGXUeXrmUuwgGC0YwHGDD+eA4jqBum460UOz7rRgrxncM9xGQNYdy6idip6lNtq6GAEYSzHUtG70fXXYN4uhLmUo49jXzHbC+++yGPaN+yk/c6fvHYLeFiX9ZHclnVoAeHpTCLRyMywLg+qSKPPX6++hjUva5Tew4av4ubBPsfT3OfT6eS0B/Pifv/usAOLC9PuXpwV6GwDaxfAm+JreV6/XPL13IYB1WRdMwWeulLG8rgtiGOuleN464Uuhs816cWKFcbcHGDy0f10oIGFdnWicVQUtrQHrZcF1OHctq1Nmq6BvtfTMTxwcaAca5O5G9SyXgnEbMzead/27QhTLZVlIIqWfneY1bASHixvro6vMAP+6UNCkmcIXugQRTsDu5XKBxFjGsaQyVlYKvnl6c4Hqa5myOGWLv7R/fM+Xp0KMA+4KtaxfzfI4l6eCvfF7zlrOl5Xfs1mj9VUAqDPF/dOlUCa3uUzvuSwM7vbfheNa8/hNNJglGv/1ws+sDixTMGZJskiGfVj3JP0+BfpYHgM51Hl/EHT2mzGo8fK0UFDD0djOskd/9Hsc3HfaaaeddtppX1Y7weLTTjvttNNO+wLZ9777AcqQDeEu2OuMDo3XmLLjoOsQztkCpbw6OlSV6sjUdI9C3BZTNHJ8dA+2+ujUDgLuirGgVUQgEChDPSJCn81tziJxxaKv7fdSCLgy1Tm7wwTLkJDjrsDC980JhxKNnOkZVHxx2I1JHwIQEOxFEZP2aOttHu49fnabndEiva53n9XgQ7Vmgtrm9zw6hLwIanv9rDJT/+X2qyu8sSMHyM8s5BDyMvd/f+bkRCrJmZ4KqQR8AO9FOtjy7u8maJrduQzEWwLmRQThCTiCYB3mTDFLjszojlnn9o1BDu6CiKwFHJBinb/vZ2UHALKkLoqtQTD2iU7O0iO//5wxNX+XjZWfX7DslOl8QF9tqeKvL4ZvXFb6rq2c/fPjK/DnHyQqyGDp54gbvlo4i/jHP34f9f52uKZBNNH/1x3tbe6j+V5T0vIhyv43aK1T1xNbwO37+CCxFOB9TOOopF+a/tWv482/8puvVe8bvvYNfkdv94pIY+ur/+DfIZCj3q748J/9N3TNnMQb0GKA6uR8zjELokLOZ02fATwydZmK1Mc90BQ5EVG10TyZyRQa3NIapoFxmxQ0XsMO0s3UOqXs6/PwWolDbWde51SFAngOy2laG1XhJQUppUxJFaE9UU3gKUDDnKNPBLyni87Zl6Z8jSqwrNwxdROo8tq+EAClWNMgjVIpU6+DDMPZxwTL06wNPgKNPQhuyPYzoKRF1YyfyVSxpvNFfh1uClnG+8gE4EQ0ygK0+BDrwNQQ8j62+ASw+G8wfiXfei07LvjRu8+L3LGB2QiwOK3rvhQetm5YwIigmVLQiJmhrPyex8/9GkEbz40mKCuPJ1W+z7I49uEMqKZYL5zpbcHBaKUYtd8MUzBUhFEZd0VrA2goQmBrb58wgJyCMlQFy5KfmZkARISCGo7KeFGed64UrCny8j9u/8j+I6ZYE4obzoGKXjyxGCjWC+tsXC4MtJfFiaXAXPHmPb6Pu5GG+loUEhxoaQn4dVfUYa035bWmA5pKc9MXpwORquCSxly8K/1SxrCOlNImWJe0tnfk97UtlvYzAb3DXo+iJR1m3gPnPdGLs3aw8DMDQJhAldtP22/+nYKXgCheg8c9JAIEkANA0ULSIHkPF2CaD26GOkRMff8vf4TTTjvttNNOO+0Ei0877bTTTjvtC2Xf/c77uI8/3r2QZtRMAtZpIkcqOr1wxmN3Pgr9wDdjGrBldbovAGBjYFHdqS2eMqiAnsU36gSrCVOhqUz0xJCu7/diF5UpG7klWrmCwD5kAdjKOnIRAbPUfhVqfylGtGb9oiAnkwj3v7tM+r4RrC1s6tM7629suEaYClMvynSCD+7Aj3vPss5Z29grAS5qgn24xopOOs4tgqhIzYWyJTotLN8GwjqQZvMzI4QAcE39IsJ0ghHAJqDR3bX+hiyGZdbArroxBaqCtNnMBTVpsaHwM7uzhlrOWOjf8TOramr/wy0o+jcLFcoByBv6yQBCys5Bkh4GOoiVPwdjhSPJAYDHcEzZcpLSoXvTmGNaZSFnNABIYXrb99bA3ytc93d/zPdf7AZfeADfPqyUkbxX4Dnp7DVMCdqTHdFk/lwBxQAQO3T71qfSth5NrOAX//6/x99pS05qm8aEqeZhM3GhTnIAwGG33e4Nokr7w7wDou8haf7eE329BGdrmbGOqMDoM9DBYtbnZcA5EJRNBzw07IkyNDirqqeOcdtk5T1cHPe0N0VrlHkl4tQvAA7olRvttyK8BpdQ0hbuz5y0X433TTehLEMAWEJJV1oNvDYiEAkh7+v/sJ7K3P91b5CBrl7VWb9auh7yZDHuTUqACDCfW0SQ9kmjZ1YFEqlAp7ala5SozwVdDYBBRKf2qsl0BgkJyBCBYi40Fop+D+XCVKuZcT3vXz9L7Nis9iz+hy31e3j+0e+/++zrMp1b+rmQKb3HZw5gkqMoi9E8K4n2uNY5GFDXhVhfOi07vzNRZUDTjcdGku3o5YLBbjcG4VSmc5eo0FnT3bCPtM2tThTxHdwbzkPpPrVWCgrrz+w0xvK6BxHUvRGluyYWmOZK5+3eQIAyVwv3kwim99wZBoaxnZiHWsxa857ZioLXn73W/t7GeaZGtNluyvNMHvvIuB9ooTEngmluqgrqwHZghcdPtMCW+smdZVHclX5r7a0ClQHmRQX3oV/UeA0QBeq+EYh7WdOekX7vPBqIcTUwE2wjW5Q89JvHZ3al3zxqivsQaFbrzCqUn1lMiK1It9r3M6IK9/l8PZTZBGi1UlCPPfEZ/Lvf/iFOO+2000477bQTLD7ttNNOO+20L4xFBH7w/Q/pu1obOcS6Bm0CaD9s5BRbGjt6RGWiT70+7+RwKQvoPsAMEN5vlZ3gbuwAC2BPjue6teTQs8lpVvc7OTZbNHpGM+lMt8NF921HbewNzc6srNV7vwU5s9wOQOlEqdsdzaMDzLEnh3z+XN3oOzt4Z29b0L1a4/7vzt4ElF0bOYV9UaIKPDLb2PmWaeeAF2rdIeuvcv+LHoy558bvrCLp7ckECMV1p7aUJaYxlzVCdWtEYWkhU5mMaO6V+0XEJ3CjZ9oMoE9EokKXafy0a6XvSpvnzCP3/CNAxL9BWxJYPCf2Pjzlw+cApgT5nZ2yDe1A/C8Bw7neg5vNUFK/2UjJGjFnJy7WkNg8cVkqodpuMdFUYi9EBbxvO/4sJbu12vA2j4HkLz/OIf6smcU/HUhH2l8A10/Qjfevo3zlN+k7vVxh6yvyL9Jp4LlgkC58/y7d60gaMQcI6ZyiHpm7PSra2w8QUdAe2pHNCmAFU1a6ZYBW57UlXrKLu9XSaM+Qgz1E0JJu4xzkkMv0teT1Pnu1ud40Z8wqAyB7m/ZJIDDyTvu0N2ECKpD2zeq8R0edqdVVee0rJagtdT8KpOG1sO7z2t6SBrM797+azH3ZgmjuW94zZAZKVXhvLY3fR38/qYwG6RrXqvQZdZ7RvvMY2/eKGBaIwMsZalgvG++t2zbvIX3vH565cmBcvP0R6k/+cypTfvE/wFYHmY6L4+0Y/PJJdBD4dKvP4TKeLL7336DW4Rz7lQudJe9bndlNBNQv+TxU64YcgqVp/G9bpX7ad8y0x4XPQ9u2z/IfynscIATabtcdNQmzmhnJivQAvNdrbi3QWspMLzwua20ky9H/nTrYWce17pX1wxuAFEwTxekZ79c6necA4zkRLHFyv7VpzpiD+iUiqC23Ww60AawU1ARuV5p3mCaal0JMSdvGtOYAoNL4mVdel6/PKhJl+QABAABJREFU92memQvdu7VC/fT84TZp9i5LAtH3Ru+57nVSmje3NOd3CirpEuxC7S/hqf3zPqPSqP+XhfeZ9mHjNQyPc+1w71b5PvsHlQBoACjGwaN2Z7Ab76QZxmxvo71Irtu0N+VjxLI6vaN4u6Gl9nuSC4gWtH99L0cKnnbaaaeddtqX1E6w+LTTTjvttNO+IPaHv/+d6bvs1CmLY3/mFLFAcHaXMHXmujpuKWsuR4Ij0amWYrgnZGRPzisz1ghWk8mhVGtABvRgKQV1n1PcRt9cJAdTWWawL2ojR2DOVCwpywHA5BQUlUSBJxNCvm87tcdUJirabC2ls5RiuCaPdncQvfZLB4YHgOtAD7dFo/dsxvl1Zkp6aQAmanE3xX1svwASCdyKoHqL26TnG8j+51xGpyy3SO1XFRqn5npAhR5MgeeKO2XXdYcXlWgGGY7I7gV7ygTqiY7s6BytO/hyZh9oLPeslDGb6DVr++cNKwbAjeLh9oqBZbA4mRzQ209gsaaCR/UIrx0RMWPOaNDB9dr9kSk7UWeH+nuXijHjqUZBTqsNqVSsSaNMHqCDi+Teb/hUffQ3bzNQrJdfoc9++SrWr7GusH7t61AbqSIbSwwA2BGE+7ZoEw93ZsY/sjDB5X/079J3t9/7HcT1FWSSFvgH/+g/pWt++Cv/Pv7s3/o/InvkFYGRO0MP8PpIhQTcdoFQRirwyJyn5zvKYk0gVoBACNTK9KCCSau9OjNAVF8mEDTfubTECGGBdphhOqxzCKLuFUR6vpd1bfyu8b4o7/7zznq2F8/VORYl9dM84SfrQUf8Xsd6JGLuf2NAbQpliTmeobgS+4SqUNZhL5hARROuXOYgADeljiiuuA/91Leg1H5RBvCDAfM4assH/z9gzDx8b4G8z2ue/OI/pM+XN4bbdQjeWgVb2n8zxnx5Y7gOZdwC8cF/QdfYuqPtgxb44tgS3fuuCTgqDKgJ+lmLrkmfl9VRhzOqSGc14DKG8SWVsjA7C5huGeja2TlYjsdqEBUxABQvlOGoUOi4e7QZuC5eUMdzSQj0ENQf2u+K/UYL8FSvqhJIq8Z7dIvgtgEoK2csm8q0P1tiQ7gUw62+0ogocj9hljUoRqwvvd7cfp7z61IoWEVUUSzREafzvpqSbEpEQxoaWBbH7Tr2f/qN8TgHj6+kLIXmZg9YTeM0ZfW7G24YMt73NgPiHgkMdgq23O7zOucXbn9tgUaBKb3tY+vWteAttb9Rpi6AKdatuON+HcDtrdJ69PKMOfBqXKP6+Tv/rivMGJKCuV7WcPpdsTrq8Pu35oDUCHz7z7+HX/3X/hZOO+2000477ctsJ1h82mmnnXbaaV8Q+2e//S2sF87kEg2sl9ftflkUaK/XdFrhmSptHfTFLhenH/dqMoF/6orL5TX9br049JnpyVpjPV93o8yzZclUxN15ehmcQWVhXbbs5OnfFTwNjqnLU0l0jwf6h8KaautiuKUMsFZ3WBkcwhK9P9+1zbExEy4i6Sh6EayD9pwV686TwVSBdah3WYx8u113LmeWKdW7XHxyHDZp8ESjOuodLotNgJeqEADki2Ad+98VO+OoXXtuHHOrMaiuc9atu2G9DFkOq0OG1IHu4GZdv17mtY5lmWm1VfvYfFemGOkF9vazU7zTKY5zxtl5mnT/XsqUgap4WRQIPma33H5TLMt4H8P9xQl+/QxZoj+dxNJjcDancTSdOJZly0AwDjLSZjAhX1EvqdweQBpjU/vw6R7fUha5AgTqRAR+4cJQ1fMeeM7pPi83fWlipuD/qEYCh/37N2a1TsDRbAX+3q/TN74I1q8kbcULZ/tGyJQNesdO33xkV+SXufB3VmbNWPzm38Ho0W/XK+5//Ht0yVe/+0/x3/tH/5fX+4viD/+X/3eUoqQfviyKSIENkQJarDSU9fUJfIkpGMGMknlxfZ4DnXL2tTuDPu5933sxEUEkUNp1Rx00sztYlrOcwX0oDYsPlLTaOt0BtZ9ZIYpuWIcy5oGKvJYzxmMKlGHfFM2wb/97tDFwRrCUBEIoP4C7YB2uKS5AyzqcQu13N9KaN5cpyMSdQcN+TmEt2Mx60TU3h/2rGJ2HAADBPbWuTsFNS/E5iEGNriluGOVuzRWZar8kSQQ3wUJayJjG6bpa18J+1xZBvEma3fVfYuz/NRwyUOqWUNhBJuLY/qdaIHWgVEdgeY8psZeyEx30sgraV4azmAAlzf9SDFd5PXyVxQHh/ldVwsvWy0LnkrLMZ6alFH5HS6G938wegPLQlrVwJqU7Snlti4jAkvTBZV0I9Oxnm7zGOcYxtq6F1BmKGySNOTUG0ZeyoF1SwGYScF+KE816ORjLsnAm63IpFNxnxXF5mgP3xgmwXAQkreKKpwtrUogJBaauayHQU1UngL8Up/4vi+OS4p/cWO95SRTMpTie3nBbelzJ6717n4x9aXh6SrrYhTNZl9VpT1RVrKlMKSyvUtynsaCqqf0Ft4Ha2TSwlrSwKbe//65ggLZc0lj2wuv/WrDSb0HF+vTx/e/FcEka713XPrd/kH4xxZrKmHBw7uVpgenwzIapn9xz/5f0W0Sn/fef/uPfO8Hi00477bTTvvR2gsWnnXbaaaed9gWxP/3j7xPFpzx+XAvt9kLgmZmiDU5aBBCVMx8iQNHjZjrhC7XV5H9kutEjgLMFWOfMhD4HOpI0+oJEFb68/rj3onxBdKe+OfeDDvWaCyLTw7ZG2JdEEG2hqjwyaMcyldsmMYNqyEAbt8VVEMbOlmiA+tgaxeiP9IMMWkn9LQLuAwXR5gKPfhr7XxU6Og57qP5EG0vv1RSas5EjU80Kfe73zDySLY0XTGN5oqJFd4S/lhHYeN9H0oYlUHO8xg76H4gOeL/cW4U+qyllnj2+hQ/ZKqoKG/tSBDZxSwe1pY9/efwlZ6Xh58okA8GfhDcCfTxNdM5cttNJCz+vSgciR/sr6ufyDYf7zWzGE3hUUOGp/z8QJaevlfknVU64/7m0+BEUb+mrCXiXil/+lfe4nAs8OWbfrxsDV9pwzzEGU398ug6S4AxLhSG/FHl6on1LzOC//Kt8t5/8GHJ7n+7uJhAJWktEYlo3WmsHGYLD/RHQTKkNZQAqrwERpM/6ri7a0hpoiZKY0q8jGgFHHcxMAV0AU61GJU34kK6xTO1I+y+Aec+bdMhTlv+UlceUr6/XjBm/ber/DNaLNFpj+zvLWYbAOJpVeP1X4TMH0MHtGDZcwQxItQR2iAiBfRKAJxAxEKz/DOmZwy9tAZ+zgJe9kjO5x3ckmDOsJe+dMe/hAc4IVOW2CAQl9YvKD+nc583QRm3nplPgiTUlamHdHWVIXxcIImV5mjnKkEksJiglL/j3FFChWAagq599UuCAFs4yVyMQ10TpbNzrddRhjoh21pB3n0UoAPKlLTEE1KkIfAg2QHTa8nEOqFpaB+ZxqaoUZNfn5nBvkWn85Mx0QUxjWRNLh6jxegOZynTt87H96bwDoX7q98EE1JkVKqOeg1WE1rU+f1MQA4TmgKmipbmX25+zX49A5/mZOfBBReA2rhOYnrmPDYr0hFsKstJG+1Zv/1GG+9AWQwogTe/1IBNa3YiRoq8dr39vrc5jw3O/Cdx5voaAxo8VI332gEJzJrezZI+6wOsYEBXwPJZLynhPczHwEgjMbRm33H5Nfq+8L/7J734Lp5122mmnnfZltxMsPu2000477bQviP3pn/wQt0Frsiw6ZVruWukH95s3BbfnIevWgJYom2sTbAPd1+VpwfU2UsF1umKmsgZds64FtyFyvwPQ7Ds3V1yH+5Si2BLd5t6CGC3VDbeBFrA7pDDZmPVwuSwUxd4i4AhGSMIoC6xnHuT0xiBq0jcq9MxHupd7ZS1JebPgOlDBdWrj5CUHcLuND8VZEHhQLY+OaDNQfy+rpTLdgZwdNiMtXc+KS9R6reE+0jA+yfRe+3MM9xFQveul4HZLWW93ho3MlMdyEdQtAfyupAGrymVEMWWAxRLUD3JZqEwgpgxmNcHtNmYndA0+ar+wbraZUr+Yz+3XwpqJqvpuXHan6k8rVfjnxD7l4+RMORxQTIen6TpjY5++SYz/TeBxp9pN9xfOkvr82jHqTlh99joDh4vs6kadVyOwSXopR3328cnn/ZIEqB5Vo8rZYrqsWP+130zN/hPU7TZ8Adyud8iqtEYJHNcb902rGwFUAsfzsEeszWhfAXowShvW5RY1AaWB25Xv4y60xl5kwZWuiWldu1wK7VeCNZV5UG0Pm/STAM/DMy/VJ5YOM9YiVWm4DowhaoK98vhYFuX1UQLPI8tIYJpkgsDzuI+0gtthtv4IavE5xGud5CbUmJJZhjW2P8+8x2EVXNNeeU0yHK3WB2DW7fJkJNURieIVeAGLx6xCoXe/mU4602Uxoj1WxTRespatPPG9VZZpXIYEg60quA/1RuPsQKDvYSNYZr7SmUj3WZN9XZiCtu/rmXGGA3RUC+23EJ/bH5XmgNpCbWmtHTDOMCOOueI+nH23g2VOVHC7jqw0Os0r1EbsK2Y2vfut8ueiSnTuak6ZofturCWMvi5sRJXM643cZvYSUX73InwuBB4xgcO6oOkcW6JhT2cXc0/t53ll205/Bx7MLyPDjyx0DhR0bWkZhvPlwhmzkGUa/5P+uRmt3V4de5I0MeezuRiojG6ClgbzmrJf1cBt660hAN9sPneP8xnoz73FUK8u1BarddLrLcXoN5kor/ciilorZGjL5anQet/X5bRHJLD1yS/0jLU11Hv+HeE0Vi2Ny32rkyTLsvDvKbWV7iN3QVReGDS1BbLgnvo/BySIXbgttU0SSlmH+U//+Ns47bTTTjvttC+7nWDxaaeddtppp31B7Nvf+gkDqWKTwyNnpN7vjZzB7o4taQLnH9etBZUxV8ReSa7xdt3JcSgQdiQKJn3i+521uMxsBou3xlSjLTjC/oCW+nrdkRGJTCtcG4M/txuD6iKS5YgnKtBtq9S/7jPdcnaatNqI5s1cu5NksPutpvdmXO87B8nrd9tWWWNTbNJKzm1rtTHFnxj29IzducdZw6Oz7qUvx+9u90qfBTJnGCasvu78PkQMOSt03xtpALckf9q197gvt21n56KkfDURIBpds21I7bdJpzNn2u+VgxoslLKwAKDd+T4RY5lPgax+HsHK6bE++TlFUnYmgPYpdI2nFNnPmOkrIiiJqjNrVH9+bUbYxZ4oE0jU5viVpLdaMWuCdjXolNE4pS1j/kJy4A467floOme0agRyEq8KN/zp1/828Jt/d7gm8NXv/H9hBpQHONbiQcs7OMU/+MZ/F5CFeqtugn3UEtagz0DPQP0kNLwesBSMzAXR2qRR3JK4cN07mP1i+w60pA/QwKBQrUpO8g1t0iyO1mgfrLuQTmrbXzS9X20XPjPsm05niG6v/bLntmgQfSjwgi8PmdGNKZr3aNMeLRLEIhKtUZkGINJBpAchDRqbrYPDdE17+c/jc+U9ebu1aX8V5T03WtC7b61R5mu/Rkm/utad9azxcpbhfXC8z32r03qlAG9qaTnr90jtB9PARgvax9s+1xMQjN2w740+v1zfgsuM72i716lfRDlQrwONY1/GxEQiHnS2ahufvd5JtY/rWmV98PttB6b5yu1tETRnbrd9Zg8wmcflUG1rddISlgI6Y9etTed5AHTOi8Zn/vttn8ZypzofAuZqpfXnfp0DGL0I9UvbGz3P/vj3uEaLKD3jtjei+n8JjyPWn+DfDfl3BTAHZUYN6qet7tO4VOE5vm+V+uDlHsxkwAeIHkzBFbs7r0GiGOfmdo9py7ViqPdxvefzxb7tc5lFcRvav933NBbq4zlGTV+ntePtc0zjR42z19vOY+xWN0hiePAFFKSz7TtN6Noq8sKswnPmdt2SrnpAnYNZBdx39+dt2lrVFdsAzrea5tW9TmMhA9ff+uZ3cdppp5122mlfdjvB4tNOO+200077AlhE4H7dIAT2ATL82C4La2EBQN0bOZfMpWfNvdShShmrQP9NP0afr2uZaHlbMD2iupLe77o6ZTQDna5s9O37UiCDE8hMJ0cRmhKF27qWDjS+swcVd/bXJ72s+/VGf26tcXZs0jnuWskJMAymdesaugOYIDI7PYUp/p7WBc/X5LEH0yu7KVF0LotPIAXA2TrFFaOkrBpTur20ZaSrXC7eQfTBWkp4FeF+WRajrBTg4fgayxggA12ruaFminIRytwqxVknWwRo/F4l66AVxzU7dlPmqIjS51IMW8qimWgOXemz6PxeVVh3tBTDngCTj8MbvzBY5CdZzgo6AI+nuYve52RHSYgrQGzeFZ+offxZ7ajdP3v76Qya5Rv/OrQ8vX7RrrD3EqVuA/2K1MBMnRkPB+9g96iTjvGnsvyL9eBROzA8UgPHFGQQDlpXIgK/8Tv/GV1TdYU13g/+4O//n/DBe3+XvmtVCTh1k0l/XhbWfESA6H57O/k5ejbvuAcbZYhBBJoGcl+PxuAmBo1e6s3a8ZL0M5NMM8RY1zIghMGJKqSlbGoHtqFfRBUieeJlil0DBv1bgUCCy7gVBuejAMM1Ap0WTtcFdaw3dE5/zTrmslDWarSYgoNUwfTKynqykJjG/uKG+wDWWNojRAQtZeKXdM4wNWjWojYlsNUWg9yHTFFXFMzZ3+N+VIpguw3ntbQvAsBaCqKOuqiCrLoRj2d/MXdlqnbBVMaSrqiZMo22KtR/IbX/Le7PH1KZZaQAlg6sjuvyuixoA6uAykyv3OVShjOzGzaKQOGzLwCUy8IZs65w0ugG8ngvS0GrYybo3Jd5jSvu2IZzkyAeTDSv5s5nQTWh99HQpjLLmrLgJUmuPGIR8jmJA0ACiYEZaka/C4rxGRQR9JsAAMwulC3a2SK4TN5ql7WgVl6vJxBROdChLIb7WCTmvaKs3oHal7YlffBoM1X15bIwO49IovQOJDUYLJeSzoYyBTlpAV1jnqjC2/wbp1wSI4UIyw48DvNjuXVdcH17o2tyUJZrobVvXRdEfX5tKwKJdRpuC7ZBh9xcSSYHDxmdcWxenhZcn8f5GjCbooFozV/XFY1+CzXa44AuGTK+V1FFG17K2w+PDpOnnXbaaaed9uWyEyw+7bTTTjvttC+A/fEffhdlSdu6dEfKiy2LTSBLaxXroD2pplif1nefS+GMH6A7Xi5vhnpXQwxipGYygX/qisubAdRdjLPXpGdkLIOTxIrgQm2xiWZSJLD66729GNY3w2eTd1kOr88ouFxe610WJcduTy7dMCLXaoL1aXjmYrhnPa+ocB/b63jz5vXPfkBLraZ4GvtycfLKZeflu7YM+nzLYpDcLwhYGenwgPXy2t/uhowvqwrW9bXvihvaOvz9sC8VyzB+yuIp7+CFdXQAW9WwDv1f3LAlUNdNYYOXyovRWOi6wQkMccX6NADMi6YsYsxgginWdaUymXY36+S5G/VTd3anbB0T6hcvjjVh3TVnW5i+e0fxIX52lgIAft7sqHmR6DY/tvCLfSqMsk1ohuS08S+SScs4Bt78iqK8N2SLtkIBRAAAZyjsQE58AiuBR0Z4zhqeC84v/Ohz9mInICfTq/ZiPG4CgfV/8G/RNfv3f4j6539G3/2d3/3PyNG+Lb+AP/33/m+0j5RiU9CAupBW/O15m5553G/f1aO89j09va43IkBL+2spvNaVxaf50YNaXj+bK9bhfGBus767O4HbXgSXYV3rvvqkR1mMBoS74nJJYuUS6RrBZdyfij4A2KFeV9abt8CSQLlJf7gAJYZ9XIFlyQFQDAL1c8e4dhsiuP2qwkBYcbz3ZtyfZNbcXJToir043rzh7N5MI7ysRuwZZTGI5LY4nRGW1WB0HlNEyswvRSn4anFDjO/ogIVhWZzGd3HDm/ReJckWL4tB3vBe6ekMmsHisije+8rQlyKoLYPdIHByWRzxlXS2TWeKZV1Yc7kYLmm+mikFd7g71mHuqQosA+/rQuPOXHF54n7Juq7LmnSa3aZ1QJWpqL0Y1qG/1RSrZBDasQ2BAu5G8xUQNG8EjC6r0zrpbri8x+1Ts7S+FJ4zNms3Z0C5FMNTesawNPecAyjMDMuFyyzCzEC+ONbhs5nSb5peL7dFna8RFahzmWUp2Mb3aoanN9yWvC0ta+HzuwvWyyW1RSigtRTHZbhGVeh8DPRgz/sQkOBmWJ+4Xk1gdlkKzWEVxVLS2uHMzqBmKCuPl2XhMpe1oA196abTezXjAMtSDLcU8Pr0lNcxDsBZVqdAh34+5jLFjbKll6IArWMCPBVqi7vjdh3fq0z1fvtb38Ov/trfwmmnnXbaaad9We0Ei0877bTTTjvtC2D/7Le+PTn39j04K1iYMtiMHdnAnNGoqqhUB9BCkhNeHzTBL/Ue0F8nJ2io9dSzd/eZszP7fQYQN2dPISb638TG3P02if53r4miMMBagvagvhvqaY0psrMztWdyCYgmM4Tu0wEAplrbd9awbAjSejORSfttrxtlEolytojI477U/kjt5QcIBGoNbkvL44GzM4AH3ej4DrKm9COjYyxXW2N66JRFERGoO4+X1piq0lL7+zUzPeTouBMRBPK4BGc9gz93B376KnNoHwBlrXJ/54l1BHRGjGPswFv/ifblSUeW0v//nR0EAvTp+FdEwRWAp4CIvtLwdwdBHF8UM3fKmAqZgfmeQZi/wHzNVDn4nQRnvgF44a9my8DnAZ+1CEO1ckABncFjILAs7HSXr30dJTnIWzDAsm+BJkzIOeeS9rVs3KPqQaZWHrd5ve8fh7U6cjjOA5iX6Zt8EcdORKAN3yiC9JWBnjFOtLbBy73E0Z0ifZc/v7Ql1ztkQEab+qHVIACwVqZRlRaIrK+dsoJbzO+oSxFMzXv9d0tSBRj3+5f2RzpSRN7WYCqoY/KrzvEOsvMerIm5A5gzCNV4fTJlSnhVTO1XFdQ87+izIFqlwKl+xhjeUZvfa2eiaVSG2isH9PEmHPwgvG93Ofqg4DERp3NDQCApyEdFWds7vef+XtlEgfGIMJ1JWwASqV/A568DJhs1DtSACL3n6HQ9qS18fsxrbnscdlmjOC2v0ZBG84P9ZkQRuf19fZnHC821vGTXPhZon0h9kKVS3j0VnUuVCraWfsPgwZgT/Ezjp9raNC7l3f0fJRqvfWh9/tI7yeP9gJq9S52MfceH5s40kdeOxEIQ+Z0FEKwvLwlUP2KeMfMkaSDUd60GWg6OEEEb18fK9Pm11T6Hh/G+pL2ml+d63Y0ppNO6PJ/VX85UY738zuq+A8FzT00wKvtM9UbAXWkeqzATw17bNFZ/67/6gxMsPu2000477UttJ1h82mmnnXbaaV8A+73f+Q6u10RzO10VD83ZbsvFcEuUx9f0WQ1Ury9zRmdtQVkqpoL7cB+oILbsNARu9zGK3HC7Mq0dgh1JqoLr80CDWBQ1UQZvm5DDRK0wFRuOHFZO9V6eCq7PmeaTS6gBt4Fu2UwS/TVw35Jus8pEMR3JubG2hutICfi0UNsQmBzipoWon0tR7Llf7kJSe2I4oLtODp2ouN0GurmL4fqcKDwPNCLHMXSk23y/CYPzCrpPz6TKtOYN99sIbjdst3mEM1gEGu/umDK77/edHUnqaRziAMwRassFNs29CU9W0Hv1IrjfM4D8qg/684ZDfupM3p+VZZDl3X8Gy37aDNJ91PdHj/lz9Og/VZvx1E51S9m3H1UQfE1KHtUmaAlV0MZoRiCmrOXQFFgUQVIDL/fL3yGEvuv09wdZ4YRLCTFcAACe3gDvvcdVt50c3nrfsW87zeloDbf7LCHA8GQmxUTan4DSrGtbvtxLwHsAgLw+XqBEfxqt4W1a33P4Sd/bX8uo7miNEc5lqRgYpR97cJaPSCaB5+GaiDadK3JBNeD6dtjbHQQCAD3beLuOQCTw9sNxnw5IyizGew3PbwcNyyi4vj3goh/GhJnQ/m8GbLktBmLmUE1nJ8HESKASXfP23SWNPvdHCAq0M+dzxr7bpHFthTWKzdP562DtElHcxntLm86CvT0jPbTQeLFt1o/1wvu9mvB97geriQSu1JbgMxAARGDDSK+sdM22C+qN54gZiMJbTXEb5EZuginYECi4EyVz4J7mZ5fR4EziUfO01h2tpjOas/auGc9XYA4gW1ZQvfn8fmRqwG1o777v2LeZ9WQE8tSU673fIUiZrdJ1uMe23O+5LRlI5XVr2w8YWIQz9J+MaZxFgC1pr5dVu17tu4tiOq9PtPHv8fqybzu2LBlgQnGlqtKZIN61ZZve0Xox3NPvlnwW7GVfyz0pSIKn7vt0LgVYc17T3JPbNv0OK6vh9szz/vlD7pf6aOO7S74iePt2XF/qdC71ImiDmL2p0OKst3kvLqthozUo8PyWqcLzmfLNV1a6ptZKlORAz7Aeh1lekySd54HOxrClsZrXlyxV9C9/+0/wH/9v/gOcdtppp5122pfVTrD4tNNOO+20074A9sd//H367EUnTd1taxQ57+q4gZ2v2ckyOWzN0DK4Eo30pzTpUbkrbrktyTnSafwGPTYR0koEgH3bMDrJixlq8uLWjPMlMLbTL3OZ7LCdQLEDZ2sGhr04anJqTdKIyU/qrrjfMnhZp4TJj017ArBtgTrc2s3Qgp+p7UFUbDkzoVNB8neZ8lvVAHy8s7L3/+t9zJ0cTe/qspEa1CGDI7i3JQUk7Dm7xJC1JvNryv1vNms7R2pbzmIxmx2cuZ86iPRX7Bd1ZAHdPlT7NXGQOX3aq004YWDK5BNmdEc4gJKuqf26d1YF2D5Dv38aMPnnEHA+xP+zHrTg4BdjAMpavDnAoSI+UXu7Z4DlFDRu2KfXg/6EhRKAFEB8XAd1TmJ2QSQwNsC0zrooMvd2HGUyK+i7A2x+forguT/nER+UgcyRMtM1R/dJEVxTOcO457YsuHnUlshZZJ/i/aVrosk0oKIx7F7bHPgVLQUaVKFL2gEoM2dApqal9wHgoSE9aDnH3HchTFis6qwZCoPo3J4xQdbMSadTRGApuKFYwZiSp8H0rUfWsxtf29/BTUvXBM2DEB5jLTBl87o7ndsEBrFxw5wZZDLQlMHw3pbMasJtnc5aeOjdgteoVGyaFFmCou1tmhKetb9TlUdtMfNHZupHXxNJN9eTxu9HZ2MO4F9+R21ufymO+6Afi5gzKwOcTepu2IfgziNWjdyWR4LsO9u2Nm0t7ob78L5bnbOy8/rv6rgPZ6f8Owd4kSnhLNvRjsos7rgPh7tIYGw8Ml2VsvZ5Hh3Va6Yfy0Kyb3P/L6vjhlFveG7L1C9WcBvaUu9z5nymWUfwhLjfX7KEh7OqFdQhYuh+DSyjSkX0wJhx7hRz7GNbtoNsbwedrWurqMPvz+drDpACVne0oS29/LDeD2foF3Mv2Iaxu+8NxfkagRAV/jf/6C+me5922mmnnXbal8lOsPi000477bTTvgD29nqDLa8/1i9vCp7fcoR+IP2gvwguA8KyriVlMvTMUB/qffNmwdshU6c7kVKEvihs0C9bnxw1hqhy6Q7BkepU0WADwLkujmtyjnVn2phBE+R8cp81gaPtkKHepSwParhX6w61sS2BMUFpWZ2cDb0t7FgsxSiDw2zOqBUV0n+8XMoEZtfaWP/OBKqv9Syrc6ZOvwo6lCmLYR8ck2rHEMXoF11Xw3WiDmf6OBHhZ15sArtDFTY4kpa1EJ2oqkzAgKnQM19WxzWn/AhIr1ITLV8pNr3XrmE5XLMY9j0HJCR9YlVqy3px3J7zewSMnGkGsyGDuejD6TY8o/Ez+mIwaksHoV8eKeqcXX3aX9GSsxqBGdMPMEt9PXDq/hyCvMf2SSD3BthP+KsDyufQ6NrCQ73TSBQm/2wSU9c1tE8EOuUIPhV2hB8CyofPmlOkBbocANHDoOh5vxkYBmYIKN9PYG7wIehlKT5lKuZ94AgI05QN60UJGFJL1wgmoNpKgQ1AhS+ONQXcQIX2RzOH6JjFamg7gwdaCrSNGZ02ZWJHMCDVtYVZc7mmfdmd2+LGZcwVNb2XdXVaEosb7p4nNNP7lqLYBsTNXZExNy+8L3hxlMLZsXkvv1yc3kFZ/IAbNuiadVkwxpMtbhMglbPgvJSeTffSFhXsCXhaLgUthoxfNwKYgQfwOxRzN9gwdi1plx61xazAnPdyTY/c9/sh8Ks4SgboSyPwrKyOMtynmPVggbHeRRKTi8Js1PGWvtoMxdanhWjVrRQsSw4MDHq365MjYux/mwLV1ifOPraisG2cEzIxHyzrglZfz8CqSu8VeOjqDuc2Kwa7K5XxZX73uS1eeK3oAKxQmTpMAjGFGdfrxQnQdldYGoeWAgXWi+N+HTNQlejQu0Wan0ZApEjALb/7FdsQFLosjtvVhjIKT+1fnpgtSFWo/Ue2riWtu3xmA/r5m875btPanMkNLm+4LSIBSfNTJWnOF8P9NrBktIMgkYthG0B/d4OVkedeUNww7ovL04IPRpYKmddztULz83JZ6Z2ZG2nFA/33Gq0VbtTfIoJ1XWhOlIvjww+ur/fVArPE6JRA/7KUtP4dvKML/47twcvcL2agwIz1acWHH7zOzw/e5yzo00477bTTTvuy2QkWn3baaaeddtrn3CICLTp98ot5UVyeRmfg7CRVdzwNYLEvTD/andLZ6ShYBvDYXaGSszN3+OBMUAmMPgwzRdWUFRQVZR3rBTwDtJWzbrBVuI4O5xmYEASW5fW4YypY1kKfa3K+iiqWy6sjcikGkRllMn+tV+XhMH7X/hm4hgjKOpQxQRk6RhRTFiuwY5TPdE+algFIVCyjYwY9e2Rsy5TZIErtNVOUgXmw51KxE0ZMsK6v7S2LE3j/UnAEUMwMy7oOnyVLSPf+Hup1dyxrThEHYUEqgmXoy+KKPTkmVfmdiAqNBTVB22eweFkYXIg1Z3VknUCBU/utp6xSvYIyXKPG7e+agIMD9+MTlR8XfYpr/pqsZ7b8nFtK9oujzLLKGckR+AJj9FeofUjfhGLKiGxFIMZrTJsyIHlCtshq4KxB+1M3e7Q9W9q+suMeEV0L9GEt2idmPx9boJgDTwx85JT3nG339u3shF4unO7uzoEw5oaVrpkzas2UrnFXINXbIFAfwBBXXJ5eNxdThZcESBSlM4G5Yr0ksLhxn5o71str+9wUeOK2dPCGKYLH9osIPGmHewI+zAWX9IyinPFtpeDyhvtSE1CzLE6g4rI4zJiGN2HzD/CMg+YymIOodHxyN2pvDwTj+6grAb3ujssT39wCDP4VxejS8aK4JBdPHofmjnXY11QFeskZeUpZlKaKy8r1ClhDtLgCw/hwU8j0joJAOVels6uqTHTixYXnhCrWyxNd09ft8RkNl+Ecl+dIrwcpgMKwPjEI7YXHYVnKQyrjpYxjXdNZSVnP3N14rplNQKq5otbx7CRYh/ZDAHV+92UpGANb1AzrE48pEX73XvgZ1RSXqS2e6MRBZ7T+nVCQZSlKmaqiwJL6RcWZ2lz5HCTpXAc8wHjnNejyxDrzrVXax4ob4jKetxQrF3nMCV4Px98GKjKtzWXRR/DlSx15/X556xxMOF4jOq9bZka/Q6woLu+NgDjQErtFKUpnFzFQ+wFAnPV5fXGsQ4CkqmK9vOFnLEpZ8OaKdc39AHr3vjhilIAQgS+pzFrSONTUL8CS9pbpd5QKfB3nJ1BsnhMydIyqYb3k+ck/bcviePOVcQ6crD6nnXbaaad9ue0Ei0877bTTTjvtc25/9Effxy1l91oL0qg1ZPCyO+zGn8dmTD3sLpMuWas7XSPaKJsAEj1bZgQgmmIbIr1l4Yh4ANij8e/z1bFtYyYJZ10A3R2zjVrJJkmbKlBT5pqqUCa0pGxToIOBoyPBXOgatQMqRcV0DdX70MQiIkVVekZ3pQwKoNMVsgazYBt0MUUBCc5CVbfkABVsmUq5MfVdd8oMGTWm2KcsOMFYjTccXjNS5lmA9JNVZ3r0WpNT3RpdYz7rQasw5Z+Z0OfAS9Y5A7+UzSYzoN+iUkaNOiiTJDuZXh55vEZTBl9vT8Po1LWW+tuN+rJ9Fij2yL91+rxOezGZtVqffvlv4Wt/5+/QdwHjSIAAckp2X4GELvmpYeyfSkNapuv0IDhAEwgSwaBTNBzwM3/U3EugOnj904M1UxoSfW5OQI1JU1QQvLapTntUa5WBvLTfiMjB2swBYxGCWse+CLQUyWPK9R61JSIgQyaoZQd/CDFdAD2wi88ajcpIJ8JNbdGDtqT+ds5KL2Aa74g5CArCerIBmYKrAgxICIQA5oBMEhgCzhBvIbSXR8z3UeX9PmpMfddqUDZjFGGKY0Gi4O3gzQj+uQf1nepMc5zPNEeSDCpcLp8jBHMAnDso0zycn7nW/txjfzd3ohBvafwAfTkY21KKoaUzWKYh98UQY1+1NrW3tUayGebBMioS05xwN8rejcJa09HmUBpxnifW5nnTkEC6xuNDFFMZS+uSB3/W1oNNiWbfK/Wv2tyWPkeH/m6CnTQ6Go1LANDC487zuoWu+UwyJY70jHLwWyB4zBfj99hiWg/LYvQeNc0JQQ8mGoMh8vhWYJI2cTfUfQwk4WdstXXm77G/TZkNqMnMQhGSmPm5/YH53CluqIN2cHFeG7bomsnjM0pRevfmmJgVagOD/s5zICKm9pfE4KAm2O9MNX3btgfFf7cnUdx3fveRMv2XhZkrvHAASG2BqI0B5ZUlaSytobdW8Zff+j5+5dd+Caeddtppp532ZbQTLD7ttNNOO+20z7n99j/9C2xJZzM7oL0IXSMHWcOt7QS+ijhR/wHAbXLSFFyvDHjuCQjebmB6PVtwu3KG1X2ij664D06OdVXcbnzv+61ShkdxxXYbKTMF2+TkqOwknQBmYEMFZ2sogeaZchoAto21ht2ZwlEEkwYzqhCIblLoMwDc0jtSE9JYdlfUJKJbE/2uOwPMvT0pU0eU27vKRL3dP3P29zhecvYS0LPM2fFkuKe+AxiGMZfen6/fpM/diT0+oxXlehmzfvcdBT9Ivg/Q0jOrA7cBwO8Oc75mr40cY57GC/AyNBjMof4G6HOm4fzM9nOf/vtTsp8xKJ679XPRzTFrANbieJtg3oLKWp8AduSMQk7S/ql2vx9UnrKfpYGpJQE4gqj1+/rw8W9KVSfg4dPa/R6Jhr9N9PNHWcC5PVlWICLtHaoH0gMZZDTaL6Nh2tdESdoWbQHut9y2vL8L1Sui9PnIzLkt1WLq45qARzOlfe1xc67X8po5r9+aCpbWCMRtLSZN5W2XFJwUtK/l2vs1HMAkaNMZTAV0by9z8F1OaxcRbEPfKfjzi433LmZ0Td0bAdlAD04an8mtzftwAovNlO8dwJ7OEWaSzhqN3tG+zWsJJNNb79NYzVPGnc8nrcX07s2CxlRJ1LhARaY1cVPsw/5+V5kCGQEeq+5B58y61Yf+Nz0knRHdbDrbAbys9f4ermkxBfmJKNNku9HZbtv2qe9kcbpGVef+BoOX7iy90tIZ56W9+dwztn8DJpEBUz7jCuKgv0FnWnfuu/2+UwAi0M/k41g1rfR5Q0Wks7SneRNtDmww4zWmuPMz3jbkDhcB0SDns95w5et93HhM7W0K+DBjULR5xTbsP9utIePLq/I8EdnSvKnoskBp3gxrxb7fYYlv/n43YKC+V+M5vU08I499YRiHrQVuN/4duEOxDb8nRZX0tW+3DUUK/3YxDkAV3ae1LY9DL06BubXW6bfLb//Xf3CCxaeddtppp31p7QSLTzvttNNOO+1zbr/3u9+Zvssqj93xMDgYi02O7fv9RllQESBNPVVhCmQA2+2OGBw7thRsCRTNn/e64T5G3pfMDQvcN1YsFBe0xODZHQCDU6NW0gD24hSVDgB7AjwlQE4CVSGdXuAoM0YnsDg4UbdnHg995W7YGjta9z2I0s5cARmo2wRAZUdaqyCA3L1gwqBrS8/AKc1mitoavestZUd0Pens8GGXy6zPqchs1x2YHynJU43yku01lKlBn9Wkex4HO5SHTO2P5Dmre6WCKpjaO2UPNmBErrrDLoHzlbPVQgyRgOHsUGwRlBmprsDoDP808OOZNfw3Z9Pr+fmDi6V8COgIEM9gcdv3zzSMDuIwPp2t6fMBoCuJgkEwa6OqCZYsOyBOQuwSFTnfOdO7RwTiM04kEcXIA9qpLzOoC1ZbwCfzt7f4NFP7YCEd1yAommQqYuP9HTovyBNrQnazy1wm4eGS2nakOS05DVxkqvbd/V7aLwYZ37kalkQv6l6In3wtC9oYTCWY+MuLG2GICiFtzSOzdI1ASJYC6EwtGM9GRSmDD3jQ5w4mwv3Sp0d+1+/+86hYaNwfxUhYEQKSDhLzAeXvignqIG9hKoBzxRkwVImPeI/DbVRJ1iMipkfM7VdTojoPACYpyMUMoyi0fIqJJKoYqeOzVAvw8oxjYABbazG9IzWFDO++A7wf35hew+s1tdbpoGOFQehoHKR4dAtVXpeOgmPMjMEyQSoDZLehO+vJRvvkU0sf36/3ydnKwEO7OWWp0liNyGz/8KIYMec60b/0dz0CxqKsb56zzoF+br8PZ/CWzs2PBjHor0JBCfv9dnhWHudNa0Zrwcu/SSt4LbgTiDu315SXcHOhAKpa6yTNkIMqFGAdZgBQrseKo1FQCP+uOnpG6Svra1v2ebCuxXAdAPDbvSHhybA1SI6o/9YZxtTWprWtlJyFjWk9kbRw/f7vfBP/0f/635/aeNppp5122mlfBjvB4tNOO+200077nNsPvv8Wy6A1WIpNdMYQRRlwyHV1RIzZBoK6VVC0u7SHHl63ZTXcnnMUfSUd2E4Jxnq5U3aEBumSXS4Fz89jtgEQ0bru4rt6hPTPluITnbGqYllf2395KuTYVsk0boAVwyCviHV1phgEoBow5WccQXTzOdvUtF/3rt6Lc4aNdEpvHRz6ZqyZ1gH9WXtw1PXqGnyDo0dk8heasjbyuvoUeW/FMEo5ejEswyXdgTc7ipdhUK2XAkmZRy1ATnUzQ1k4aCGPVTeFDFJ9ZWE9t6w1B3ScyAct7XX1KSPL9OHAH59x1IlLzi3goVk81ntxZHdxTZSwXljb2cucGW3GuqRldXomefvxYMXPnX3Omvvf3uYAgJ83U79B5NXTeqTNWz/4YPpOJuRmtjCgDk7/Q1wmDuqacEM5AE+DnMqBQMnOa8EEvAlYQ7NFICQHIh1wyH8aW9KlretDjhTH6+ITdbLKTgDU9XafOqos/BxLqkfdYEv6yR4cEGTFSMuxFEMkZLwkelEvjmUA73vwDDduWQti1MddfGLpNgWtz74YljZq886BO8tilGWbNTEfJel9Xt4ssGUMBrMp+87d6BnL4vRMIjLRUC+r032WxaeoAk1Z2WVhWmEzhWh+RsX9PqzxzlqxAFC3nYCv5eIUvFCKTSCGp/e4LIZWB93XA6mE9eJQCJXBV7gtroE2nGsuT0lf1hV1z2NVKVuwLDZlcGbq93V1WoxKsWn7yFTmpcya1lFyW4IyIJelzNnS0gj4XZZCn82UKJD7NU5j1d2xrDPNNz3jpRCA2AMi+T2WwlTDed68BNJRW9YFd+Gs24VfY2dLaNy/rIWsU0DHUpzeoyLgk5dQ6JmytrCbASs32D1lZRfFMoxViCCU94llLcR4YC7wtP45Ut8VRyljZrH2cTZYWRz3gfbY3SaN3By4QJrRmM/oL89EWeTF+th7fUQo5OAZB1ah9Nulf1foTLgshea1mmJ5yhrzTiwUXuZntMRac7kskEGiQl2xSq6X56N6SYFHAi81zQHHfcgSVtVH4MLwDOsTBV/asvCedNTf763Ull11mgNQDjhbnxbgNmZCK/1uBXpfje/x+9/9MU477bTTTjvty2onWHzaaaeddtppn3P74Cc32OBMN1e0lt1vQdeIBANnJg/t21drrfVs14epKn0WCURL2UkRRA9qRQ+SlRrW4de9mcGdwcCsCQwo3EYQ2g60YwVGmUfgfjGddAUBgfqoj2bI8II86horNgKy58xoIPWdcFtUFTXraUIIIDc3eKLRDjS6n2oqozplVYQEzEfwQVGo2uge5uExRAQ2DBA3xYQSTM+ENMZkomdUedT10l5TtMb9FwA5bEUlvcdZHxKQ1Bb+DHQH6JiS0J+R581swmNeQf0iCtLrfCkzZmaoCSzNxz7/hmvA9X5ietbPoXVH6+ev3X+j9jeMOetSJrx0YlQNIHO6hwJV0zW5ojYlcQLJaf5AlD+2jYJZe7j/IWWrQqFjVuZBdmincQ36PF8UOAp+oB54gNXjnqSqB3tB+6THozqAvt75uMaIwPI1CAJ8RKxntL37u8A1r70CV372cS2GYM7gVqFrRFMZPNZAiY8sozYDtCIynS28MChgVugde3GMYL+aTu+vr6nDMyr3bwgHIgBdgsGNGSfyM6oJAal5fxTtMhjcFkFJe/Wy8vho6T5uhhiCqdQUkimlXaFDVq2KUjAYADQNmgumhlL4HeX2qgRkHAAqsAGQFQGdI3r7MJ0JLWX893PAUEZB10g6R7w8I2WrS6cAHi2U1xI3oI7ELKow40A0tQYMoH6/ZpxrmNuvkrIQg/dq9Pc0ZuaKKD9TGi/9GQ3E3iI6zfO8OZimetO5HniwlCRNZXomiX7eH8r0LOH0rqexqcRiI8LrcqAdtiVn4srECGHMviCCkbGhtXmd1kR/ns9TkM7aQ5m5LrABNA9gfo8pELGfI/MzcvPNhGRDIubM3H5+5qAEsxHhlGnNsWIUnKEik/RCcQ6QssIZ4gpgSWVEFfsYJOmCMgCnL3ONtN8Xgyqz5eS+c0t7qyr9toL0oMjRtAWu4++VvPZKH5ug9UPpndToIPloi7MOfV/vWNtCTSmQ1d3o8PP+T97itNNOO+20076sdoLFp5122mmnnfY5tojA93/wlvX/FKQ1fJQx2Rrr2MqlUJn++72Rq0qk4Tpcs/icFbptYOoxXVj3OGYazgBI43BZbdIvvN931qhNOo6qmHVeBZQtcXlaqEwEoHulLC53mfouZy+1WimzR0RwGyLoIxokgSAiRvWWYrinvhMBZbmoKpURiSkzWiRIy3ldC25JA64/46uZK25Dv5gKanLoRQhR3okU7jt0JzW9k9R3xQ1bopprlbOish7nTFgKqDo947LO+pZ656w4U26LHmRbBRrVe7n4rB8KpgLsbRn6zmXKRG+tTVrOpLedOcsBmDpu11HPDX9zduK9f3X7nPbZ5Tf+VZTL4EBP9OgAOp6RMdCjiZpN52tyRttntk8RlNAz87IeJqPzRyTUYZieNw6et+2N1gKRef1AxJRpme2WtEwjeH0TXWhteKl3zKwWVdqDcpYUAJRI2o4m6d7zQ2o6SwRiXnszwGJ538IUECFa0v6tE92oe8WYdmsO3EatW22oaaGMxVmjU5dpP2yNQS5Ne1BtNrGWTBrFKrSHPmrmZzTna8RwS9IfEiDpjL43j3q+DZHpWhWkb6rK2b0A+rhLup7jM5ZdJ+mJUjTpm3IZQd/bxqnX98PXbM0InzRo+/gYAXBQGRn++2IXWdLcSnso5jgbUcdtyEjdtaLemXq/Z0KPY1OnttS6U3OeRHB9fh2cre6TPvWylqRRnOYAHkdfeid5/s1rQV/Dxrll1F7ddDorLCi0FogAtytPLknBPf2Mcn33ue6Grea5xdreanzu7c/YIEP26JMUundrnN0LdBB0PBNCgLfPwzMqKFADAJ6eCm7XsZ7SWRuoXgYv1VbqO9sVe2Y8WA3363g2BunqCgQtKs2BJ73gOrTFa0NNZ/uyOPbhN5oan2lfssjHNf3JeGwGOBsZ6Ov+qO/8pIJtKLMbn7cBoFxWqkcNuN+4H1SVAj3NjdfIXYHg/paVGXR6vUn6Ip19beG1ViRQ09pb3HmtakH9W7eK5tx3JuukEZ7XJRNgG+jC8++tH373JzjttNNOO+20L6udYPFpp5122mmnfY7tT/74B6Q3BQD3e6Wo6uKKLaVi3tLnCEyR2Dl7834L0vaTRScnTnZMtMbUhu5KThMAuD5XtDo4ruCsM3hgtQa1182xJ03g6/MG8kwEO95E0DOjB5fjdmeaQnehz/3elfCUiEaAsupLFtJrufuV6y3LXG9Ggltr5GR1V0QCJu/XNr2D6XM0Alf2ncuYKVp6b7db5RTDEAZbZQY0t3uja0SEHOEAHnSOY71cJjuWe5lUL2YHaUsqv73vOIMoAwu3exBdY0McgrRja/adn9tCp2fc7kEgeoQkHEEnAGnbmHKyfYJm5me2zymoedpnsESdLF6w/Bt/jy6JUibq4UNB4iMO65/KYJoRZZkgZZk0vHu2JX/XUv7qJ4G0wONRL+nLiqnuI6uNqS6jYdKP7+0YW8WyAQCmQK59D9obWvr8Wu/rv1tDuqZNZWRL9dajetN+nq7Zt3m/EQTvDREk09BxKe7PWnkd3feG1kq6hmlvo5EUaNfgzYFnjdsS7XhNH79r6Zq6t2m4RxOaJ8Hb+7E1fkd1ltDu7CxjJjSC6q17THEamvoyWjuen402Ifq8p3231yPUv1EP+q7xY0dTKrPfD8aHCJ2PWm3z+EiBCvk9blub2pKpwSM4m7BVTGeqALPLbHubgwHT+G2tkc7v9ToPvFadnnvb6uFawGcUbu/9VqcztzkHeu6V+7cdaP4inL6/3+6IdJ0oB0G2tiOGM/dW92nNRez8jPf7rPMroEWwViMws13rpNOtxQn82+86BbrkyVabU7/crts07rTwWbg1HvP7wcKgMER7BQxvtz2Nu56RSn0XPE/utx15dxIxetfzGfExT8Z1KTjA8X7dp2nuKYiltcpvrc7P6MprzHatU6CtODMptGh0zt0eQSOjEkSIoo19d92ndakzNAz08mYoNqz7FViU94F1LcSuoFVQclBTCG2rEbw23K57JkeBro46BNnU2qiOrVZ89y9/iF/+lV/Aaaeddtppp33Z7ASLTzvttNNOO+1zbL/1T741JVnl7I9SFPc7g4PZSRwp4nu9ON6+zw6brVVybKqyPq67IVK2Sm/L61Xr6pQFDQgiAiNDmDvTAy+LUxY08EJV/Nrg5eLk0OuOlyA9QNFZVy5ngrXWyKngbqzlpl1/kdzyKSFrWR3XZ46o7/0wZpVY+qwPzWh+yDEDar0U1JrqjUYUieZMmVhe9HLJ0R0YH7IsOQutA8PjGBJJenWLY7sfONvGcedK17x7J2O9ECqzLja9E0HQNW5MN6uqk4Yxkn7pUgpuNWVlAETd6ua4K8+T7EiGCmQYm2X1yenYM0TGegxir/1bik1ZDiJClHiH9LifZF9mCuif8aN/Lno6N3ItsDVrMBqPmwPmh8O6PgkoexQaYd/ATFPev0tjPVKTDhpw9N10d1FE8Joa1ihzWgIfIWP8yQ9obhAdWQYUbrmdxmtTKHLqds5+di8Yt1G1Mmk2d6xy1My1pJs+0796UQI81WQGHhOVfF5rj9ZEc0OMWXNpnxUBZbn2Z1yw76+gQKagBoBSGAB3U2xD/2qixe1tcez7kO2oMi2LIsa0yGawgZrYzbArV1yKIm5jfwsBJcAjKGjYV82VNHRN+ZwD9PPFuEe6KQqNIXm8k2G/LoptGDJq8zOaGQXliUoCrx7A9NiWopwxq5gBFucAQTVJqFgP7RitFC4jEhDha3J2sTnvoaoNWbZ8WZ2y3E07lfZoYUxha8UgVx6b2UopKfv4YDynLOGyGIF2vSOS7qsr6qj7qo4Y9Icb5ve4LguexwBNGEQyrTCDiuYOFc6WnjSKF2YyyXrvwEO2g1h3lDLa0do0hpaF34mAgxQCMQVa2MVRh37YoiEkj03nM6oKrSkvzDj5fP/8dszMBWU9AzNjgBVPlOOY9qx1Lel8f0SHz++kFE/Z6MwMAQCXp4L7lXWXj+QXsvbxyGwTwETz/eRGzE2uQuuQyIM+fHiGpyfH84fDGGoVmT3cF87MVlfqux68xWN6vRTc3g6Z2hG4JAr9KBxIe3kqzFYlAkvv8XJJ405AmdERQGfLH+cs/xaNFvSbEgB++x//If4X/8m/i9NOO+200077stkJFp922mmnnXba59i++Sc/xOUyCrV1h28pI5jWf0y/mBfFfs8e1O4EeXeNG9Ur2rMPRn5Otf5D/sU6MDnnhI31uCuVUZ2dz6JC1yyLk1beC57hT6/Ax+KGeMM6yBkQV1NcxjKLT95CgZDupKnisnL7a8qmMBWs4zMujpX8hjJxIKtp6hfD7gkkVcH6NDrUDZenQVvs4Uge/YD9GYd34jbpnKkXiL7WY7ZgvQyOcBXUrDVsivWyvta7KMS5f01A9zI3rJcRaJiz1VWV+m5ZZvBK0LXZ3vWDCZ6GMuaCfWfHW3GFDPdelgNd6WBUyqZ3otjTGOoOvAEsXgzzq8718vgorpOmnWbn4dvPAEceeb4/Fah32ufeFIDuYCQUE5BjC4NyAs5UjHeVjfYpB9GhRnBGfZN27aRmO7chAxJTvS/fJSA4Wp0yC2uqq6XAmaEBn2jLyvtHKTqBojnrdgQvXm52eeLUZi8C99e1dlkMpjlYaqbqfPPmtR4zRUn7iRnrYi6uwBOPh04jy+vbmxj2VdeuIUn1KuqgBeruuLwZLhAgv/dlXWDD/lGKIZZZ83dkfvCiWGM4OwjQgtf1vM678/4CzOwV7sByKfR3l4P9ZAzKKkp7cX9MDiIrLojhGlMGj4F+hlLjvWy9cEBHT3fje4/PZMZnlJfv9uFd9zPKoN0cgTClLcNN6QyoKlgu/IxmnAmvCtJhFhFI0hYuxRkcVOEzKwAx7fvmS1vcsD5lvVYqglKM3omb4PKG+07ia/SuSxE8vRkZRwRP761URp21Vq34NEfVWGe3lAV44rNP1ndeimLfGVy7pHedA2p8dSI+MDesT9xeN67XTbEO7RX0AMzxZS9LAVO8K9Y0ntWMWYGKYX16/buIQA/eCUi/PLCksRnK81pL/k0gE5Dqi2O/jzroOvVDkgWGl4LLEwcVXt7Lmr9MnexuuLx5AzZmKOprzNB3Zri84XddCgevWim4vElrSvCasixOwUdqfP4HHpnm47tOfSfy6DsK2nTS7rb0Gwx4ZJoP72QpAN6wlvcl6yUXliEykWmtLSo0r5dixOTRf1ekd13SOymOp/fS7yc4xgm4LIWCKPrvigTyJ3DYzKb513WNX8t98w+/jdNOO+200077MtoJFp922mmnnXba59i+/e33KVvIVbA3dlrWGnSNAJTtFDGzGLbGZUwULVGV7dtOjgAgEIMjMfqNKKuh01K/lrBEJQgAsdcDisTXf79kdlBb0jOIYtL62/ZKDr4GUPaVSIclxu9qi0SLPNNRtsZZ2RHcd905ze3t1JeM5FACGgA01lOOaPyu7RGBPzSvJurqkEzVGAhhCrzOYjl2nkz9XysSXa0wzWsEdihlQPVxlcsk8KZVfpcR/E5e+mL4rrV8zVzvvnO9LdWr8kgoHN91zZi+pPEN7MH03BEMBonKlDnTGtcbwFxv2yk7pU0Q2pz1d9pfg31Ou9e+AojfANw+8hqNQEkgWPTcfvpmtow6j99/XLmfns21M31vIOCloQ0gajvIUItoSFP8v0XTMzA8fzelSR9dMs1plkbo+1K6JoK/E15r+9qby0haa9PnRznmGT6oN2diJ5DmXYPGOqC0dqmkM0kE0ptBpHU9gj8fMHNP63y0WTM6wO1trRLFao0DqmdluYGomOQHQhtlqQdYhqEhpn2qSxKMz9hm+vTgPT4q0yRXzFTKmqifo8p0TbSKGNaDTuNMeg90H6BvfUGU0sJnPvT+JP3QYCpz1Zki3YUpg6MFUSc3AC04wxeudO9qMvWd5PNaA5/n4uCdBO/PtR5cI5jPvsOnvdYpAzgi0Qy3+ewLZamXSDIuQJvfiXFbWuXPAcxKAmle1zpTryM4qCKm9gZaNGJEiTSv93QeBR5awuO8aKm/I1Bro+xRifyM8zwJsS65MhjduvX2TuwW+byf+kHNMCrcBAwtXr+IdNYEHv1NdPhtOvOpRXpPkd7JLMUjwiMtn4Vf/p2O87ze1TaNZ1We6y39hnmZJ9x3Qn211zbFXXUQesjeDd7Lag1Eq9AxUzjtZa0m7nt0kLkeSCm9q3dv2GuDDetQ30+G9raY3lum9f7Ot36A00477bTTTvsy2gkWn3baaaeddtrn2L75zR/iOmQrrRfD7cq0ljkLCWF4fjtGsANt41/N9xsoC/Ry0US9NnuNIxpd0zOO+JrrbWOtLhhu15RumizQiEbN7EDv95YdK/HQlks2+DpaNNxHaknXKfP1dks6YRK4jryAiSIZ6ODxNtTrRbCn/r1d2QEsCKIFzGAIALS6Y9sGJ9ui2O653pnC+XZlwBZbylJrDXXQjF4WnTLEoRVIoNL9nh2z/HnbdtKijpXp0I+t4T68t6PAgG1LjuXQrrH82rTJIhpuQ71Z7/ClvWM/PMFxu6VnnIAdoWdSBWXNAF0bmd61BFNtd/QYI9Kwf1I39Vt//u1TgHU/j485j4KfoZVn2JsPP/Gyb/w7/0P63PY2Zf9m7d9MV/pzYQpETrYMoBlHYDyn9SgO1tD9pwhqX2937MM9o8m0JmaURn0OArnfsxSC0DoPtIM9soEBZV5TROuk4dmDiwiJmtv7ru6X5gffW+q0IO/GWWkCIUrQdzYCiFbRhuyxfd+mHHMVIcBbok7rceYQj2A60k0lyV5gou0FGm5v+cyUOab7uWpob6KC7vU20v4MNFyfUz+kM1NZFNuwZ++LoV7nswwDbgVvR4rYBOACXR5hPAvUatM7mQFQx3U4F0IxUbR7AdEB11pxv6WOQAOJf0rQufB6BTStM14Mbdj0olXccxI+MogfuD2P+rIcBAn0vqkDp3tAcb2mihMN/HIpdI3c71OAhO07v2sJbClOR7ATaC4Iohnetm0GixPKKGjTme7lsnf3Dj4f7/t+rCUcTNPLvxPmjXhZQOfjujfsB9M66F2D3gmACcAti9Natdc6yXJ0G7nWA89jP1wxUT+XpaEO5+zWAnU7Wt8GEz4z3w50gc0F+1BPROB+mwfn+E5M+V3f79t0zvFE6R7RsOVFBaDsY8jC7b1ts4yCgen5I+jsC9DsBACsEnSG7mMzBUNN6yaXuaGPcSPcN7CN6+ZWJ9C8L2DjcweNTZFtAvBjBVGi7zumdV7VsDce8/uw18p9f1Div5ZpYB3jP/+z7+K000477bTTvox2gsWnnXbaaaed9jm1iMCH7z/Td1nLSVWQZVf3e5CDYVkc1+SkOKILHgupyqQXmIHhshjqc3bmchlTg2AEghU1edBaA9N9rgX1+ci59Gpdm2zUGNSpH2qiLl6WgufJ0ZWBIMPoanE3tNRZuV9KKdi3A88nBekrPaMXnxxo3Xnz2mb3BduRR5Xuwe0txbBVfqIWQm2x4thyZ4GvyaBpWYyAE2DOQDMzABnMZlNR0jNcFtZbA4AkQ9o1gZPDckoWajx+vcz11j01KFPKHiRYRnKyluKok/OcrWdRjMAOEDVnfH4GzeKfqf31ZpLSnQ4yWj7T/X+aOOjfYIa32H26/eWXvo71q1959zkAXJI+8e4NLWcWR2DSFU4dlQHXd+2gaz5lf2Rp2gBaLhqYNE1zdhrQJqBFshbwZxyj4ZiZuA8Sts0E4xaibpApyiNorOTMK2AOWhE1YmhQM9JvBSZ2bZgViPL+nBdgcwZ1VQsIkDmwfg3XG+mFmRtiAFNMDWWZ16+x1FIU1wF0VNF3uqPvvjPWgc17+pGZ5jV7HpcqijoC4kfDJL2UTHsaUwr2S71De+OT13BTpTdw2BbJ653Qx4OmPIZv5Wtye1PAVJ4/R13t7gScCQx5DHWt8EafyV5SXcd6zXAnJHJe4/urff0uaxgfTfdSFGOC5uE7SRFpNolRz/rUy1KwDecHhU5Bg/24MJzpzHEXzrLMjS6LEwgWsB6gwQ2iT14c93t61/l8liVipGCGDNO8LgtGxD4OogcyZfCn2WTdjcDiHOjwcs2ouf1RAYBEmV8cbfgdkzOwgTmAVQ+kE/ojjMGTC/b9dQNobdZ3Nmc5HVF/BFhyvWOpZXUCRaegXsxrdl7fjvplLQue6+t7mwIS0OfO2O39TFpTGZ6oy1Kovf0abo86ZxtH2j/q3rONWVvacbuO48xoLwP63B/PGKWsqMOyEwHOTsasaQ7M8i8i3JZSFlovPvzwIDritNNOO+20074EdoLFp5122mmnnfY5tT/94x90LbLRpMEHLcB1Ndze5gzQQCmDk2U17IPnwEzYUfNSZtCsujw5rm/Zgx4S8PJ6TVmMtdSctdWAHjVfhjKXS8H1lp2PQvdeipMT+aheU+V6nwquGWCWRpkqxRX7cB/3merMrD/XWO/9mh3uAbVRI9q6bt/weU/ZvapK11wuZXL2NwTK6Bxzwz48Y693jq4vA0BzeSrAjT1MYuz8cneUMgLiipyoomaki31ZHbdImUsIqteKoVR+bzkDRk2of5eLJ+C3Z1npQPHoxn1XipLzFOjZIWXQt1wXn8DsFqwb7KaoNgDBy5x5bqaIoR/K4lPQRKsVox/LDDQ2SzFsecxnTfEvkX0auu0kN/0Fs08Aw21mYnj6hW/gq//qL7/73PswOcJFcW/ZOf7xrA6f2hQz0hWYaKA/lf2U3qt0xeCPvaah9fgf+u64DbnnSuE1ZFlszppK2VjbNvf3UvhmWXd3WXzKEhYxWhfLUrAOy6+5oqY9ZlkVIvvw2Scq5RxoU4qhDmtrBy+4zHop2Abn/rI6ZMtnjtf/Al1Hs5a0h6d6l9WZocOV9pxuSvV6MZR05sia174YtmF/UDeYZ0rbSkCfuaDYuEcaJEUtlUWpXjOgWKa85b22uKEa72WRyvTApoEJRmWqtykowKAsgn2IZChmgCdgshhltbuB+1d6pu54RlqKog6go7ugtqxlqtiGetUUlnSMa2OgT4vTsqbmKM796yufb8QFltqrjQHaZeX9uJ9BOIjGvWAfQEYvjqen4ZrHnBjrvVwuoKDB4shAalmcMlutGMoy9MMjnoPrLQRol2JTZIgV5Xq9oAxzqWPfPH7XpwUBZv0pC/dDXzPGuePwMgKgM7i6Pi1AqleTtq0r6/eqG/1OEBE61770w3U4V/cAFLoE5k4ArRdeU7r2MZdZnzjjXkwf726o14zGTFkKrSmqAlPWS748Fco2djdEyXrDTPNeFm6/qkAK9916KT17+KW9CqTmQkyJackXgW3Dg0vACnfEshZcx2AH499hwNwP61ooELb/Zknv7Wmhs7eaw7ir4M4yN2UtqMOYF1N45PY6ZWqrFXgKPDNnmvfLmwJVHpvN5711XKvMHF54vn3vOz/C3/pXvoHTTjvttNNO+zLZCRafdtppp5122ufUfvu3/hw+cyDDB2TKRMkx86IHRXJqEQQ6u+ucvhm1f/+uXiEni+iDAnC8lbADwotBpiyJ7kR7V8YFPjgfZ+qz/gxekkMt65AB8MFZo2rkXHinLTtWK+w4KsWgewZcQNeYchmRWT9XROCDk7AcUJGKBnwACdQZNBXBlBnd28L9O9WbrlE38hnrgQNQVOHLGG2vQHL+q4DGg5rye0zZGe/a4vzeas5MkEj1Cr3rTrmZH5Lrdbcpm6K3d+gHU/os+pLpww22ccy7IYN4gu6EGttnzv2Qnf+Awn0EYARR+Uge2zxGTjsNYHDh3Xd5H/hvYZ8pH1cAJCcrGrMRIDABs6gH3+XMw09gEn0pksHqTH86XMmVH2UoforuFAU54UV4rcKjTeO6ksHiQNDeAPS132Ncm3Ra2yXVaynoSu0l6xP03QgGqoL2HKAHhY31qgnKOtSrMtGTmhlkqMfM0KZ1nddXVeF9SQFPGq8qYEpTCVpr+3eNqarRg93efVY+XwC9r8Y1ue85qb1WaKjM7ZXpnfTAobH9QnsM8OiDUfMewtluItC0X4gGjIZIgyfQPNBS8nHFiM+K1vkZXeBj8IjENH4FytUqpvdWEnrlzpnPKkp7IgBYAvmlHw6GJxSI5/GrsCS8O/WvgetVfgcqglKeuL22UYSEpLPtS41jZqOZYEnjIYNtxY3W6l5vWuySDEA/p+YyXMSLEJOKpPMwt/rxL8N0jsp919s2MrTM7Q3lxbGDrTRJ6cwEdBB6JJQRzPfuQT1D+5TPk5HOeEA/l+48dVI/9LaSVrpqqiemeq0YZBvnaEzjof/EGmn1jX5viAp9BjqF+wiai8q0Nrlx/6oJtU9inqNq/LtKEODYjICYUT/09g6XHIx5y0wZB9eoCUZpCzOHj+tXKHzhfihFKPhJUrAnAMhixHRgxVGC53VZ87qjRGWvqijp3gpJQUApwOtgXvzOP/kT/MP/+Bs47bTTTjvttC+TnWDxaaeddtppp31O7fd/9zsUdR49/YEdVAq6pme/cMbRtgvqGDkvhXToOqVg8I93BWW7LItO2ou1VdLqVROmn4v2ABUZHBzr9UUneuPWgjKJTblMB2uF61WhjIKyGNEp9nqV+sFsrrf7ReQjrykH2b2tKupIualLqrc9aFc/un+96KQv2VojbUvV3L8BkUrvTd0o8t+LEWUk0DGekRFStdC7jYgHwDw4tVw4S8llysKtqX9Vecy0wETlqCbUXnOZdOisKWXGiwruY1bdAfijxtdYys7o7VEaI71/Wa86g+KaxmKvN42HaEzlqYXaEgHsWSL6tJ8z+zlLa/6srOBTpibmX4cbPjkBuc2Z3h3A/Yzt+gwWa+qECrSc2czLLKTpTP/5Kfuybo3WLxHMurCfgDwLZNqPAePMTDm4JiWfu/G+LgrKWuvfKWXqqszawjmnPe9vopj6x0xxH9gqRGNidpAEFls6lxxpyENsWm8nfdzU4L5vjnqXM2W3rDa/t9S/loLJej+M9R4FhWVpg8D1QH943G6fJHC7DQwtImgpI3xdjXVro+E+1btTlrgK6372F8DjcJVC5wUI66wCc7BeP2vl/p374Ur0ukHv+qhedcX1mQHQKf5FHRuxuARp6vZ6I1Gtz+3N2f9yEXpvIjrNC0u63O6ckQjBQ/99aK4qS4lIEMV0by+DVWZcZhOZdE1E+XwOwaShqwYC5NQWukZkppOX1FeQmNcHZaBPXehdiwi2bWea4acl0QzP81hNUQf+XzXBfdSWFnmwiYy/bTTVE9iTtIg6a2GLCWfq3nu275jlvsp8jr6nM727oA08yOrKmvH3B6PMMIjFPP2umseDOZ+RRYX6TkSw10oMOOulkE50tIZ70krXAqZjV2VdYBXUysw6F511zqd1shS0nc+7tF/cBaKNAmLM0u8JBPbMBGRI40H5TL/19zYG1qgtdE1DTBJB5pjGwziPtw2oe8CGwJo/+r2/wD/8j/9tnHbaaaeddtqXyU6w+LTTTjvttNM+p/aHv/897InWt4Oor989X+9MqQadKKaxsfOsVtb1MlPUvWJM8bredromYOnzA/AarNWY662N6r2negtsAvFqEpdtFQmEfAEqX7+7Pe9EXV2KEJANdHB7BDyiBd1bHw6VsX+3W6VrSpG5vakjer2cYdBye287U8sVIUAUwPS5NVAZkRdattfrtq0RiNvrTSDprWLs34hI9WLSld7vHHDg5vQZeMmqyPW+/v0oe3q78zVHmta1pawqzEB1tn3P9cpMH90qAQYtML3bPl5ev9s3Hg9qs/53a0H1RszP3U6k+PNlnwNO7MMWSs7+lRkY/hSZvZ86Hbekyhw4EmqlqyImzV5EEPYVOGBeiJiAzRbBlT8CrD6L7bXRXK97TOtDDP/9KJuo7SvXU+usz5wtAhhvLW1m5Gg74051P1oneX9rjfdsNEzatnUPOlPc70J7LYAO0A+LXk311jr3kqdzyL7XKfAmyc2iNpv22xx109KavO0xsVXUBOrWmtf++Z3WBm7vVqeANBHW395rw74zANMOgKnxmbYbpjOcSiNgpO4+n/PSQPfKZ7b7vU57oEHTe2rTNRk0r5VlTXCr01nAEyhWt1xvTE1eUntvt30aZ1mTdmrvwVSMZqj1dYzcbkGfe71O9OutKQchxMt/hL6iMXOrGfeFK58X8xn5qM3ReN7ernUKDNEUpFb3+d3mrOZIc/L2vKEmYL0kSun93rCld9vB79dyES3Ve59o9VWNxsO+tY+Yb6m9Q5lr2yBpLJrzmNkPxnj/wzhGgubb/5+9f1uWZcmuA7ExLx6RuXaBoImXfmiZ6RPUTelBZnoSSZPI/gJ9Y5vJuk2mJ7WpzaRXNkEQbBK8FYhCFQtAXYAq4Jy9VmZEuOvBc+3lY86ocw6Kddl7Hx+wVdiZx9Pv4e7hc84xXo6KFlgP3HmOb1tN7zsKHtsW3lPqcU9rtBn3w3bbk3Nkf7ca3pEKyHl2P+5pD7fCv7nfdzIe9+hjlllp4X3i+f2WzjmlKPZxPtzyuC2L0vraGs/f4/nIUgHFcQxOE/f7nvI1BetSt0ZsIvd7TSwspRRsg55zfH8DXp+dt+/++I9+hImJiYmJiW8bprF4YmJiYmLiE8XPf/YlZLj5XhbHES8e90ov4ipGv3E/ibA9Dkqzro73B0cu7Adfsnc6srfPHi7tgH6pa8Nlw3UteA56v/UA69yaE8XambGwAhwZcCl4DvrEtVbS9DNXuvdQlWS0iLqo6+oURdHzbXQd4aYYe0rkRDezNarLuniIoELXnEv1DYbgcDHWpFEbyuop8qZW0IVaMcU+Rr9AIIHqE8L90HW+clT2WD93S2lifwqUIkVKsVNNz/E3XhTbxhdArRETHiBC1NqlGO4bj1v7EBX8Wl/NFLGhvqqSfnN28TimKa7p+YppVJgq0UwnDfVHhRhvid9uYPGp7fGXDC0WcAjf0TItNPDNotzj7wS8pn7jUONvZJ0mnLb+mxQlJ2P7DWEm1HUW9kDglX757XOUPvhQhfE3phSRZqYpjamkCEoNa1V0OHF37DY4a7nBgsyCCkckmypGVlFRSZHYangwY7zm0ZIWcjHHMVzkRycbEQGC5r2qAoPGcm9gMGZa0LFFNv6nvisKHbYDU0GU8nYz7IOFQyTnE+eNRcs1QHsikPeZs+kXpcZ7VB4bSqTxecwWx1GHaD1BMpw18FnFBKS7LE1yfYui1q/uBwnrYzGDDY1Q0UST70uh+opGiRJ5SIWMUYCKNhTeoEnWpCyG+jLOEYEkWm/haN5SIHZ5S6AKsRf6zXJZgCEy11wo+hDo59bRoGyu0JGhWfOSVFbHUYex1Dz+bsrPZDi74kSf3otj38Zo3krPKACoO7PgSMP4fNUmSZc7RlS3xjroAOCLYx8iPFX4OYjnKqDr947PRastpymObchXwI4K7ejze/yduQLD+ba2SJDf6xujxMd9qz30E+jst/CZ8qj1pE0F9/swBqLsaNMe69Xw7LgrbsOZ/TiOtBuWZaGo61YBGa3OrT//I2OQWUMbnrd9a0DjDXtZF46oRmcJGCHGz6QX1n8/6wdfnCKJj5OxVVV6JvtexeuBhfPF9bKEqOuWJHVM+Zl0N9yHwo8jvjw8+mHI969+9h4TExMTExPfNkxj8cTExMTExCeI1hpaO3C5jBq7QLuMuoVyEnEguFzedJzKYtjuUacOuFzXIY3jOmQTL9sAwNVwvQy/OaFjVhPomGY11hvUfJluprgMv/GzfEVwWd/atCxOHvtnlJGmQn3nxVJfmYZ8g0YWRCBokEFvS02xDv1rniOd1Boul2Wor/FlGnpUK+nammIdfmOumY5ZFJd1yHd1qPAlc0ODDRqUZkL9qyZoGi9cDJfL2zgti8E0G3TG+hZX1AtrO8coFTXBcmGN6Hixq9Kgg2Cju2Ed73VPjOZuissT52tbvDBmbeFSnHQ2z4z8VhTrdWyjYQtja2JYL4N+cjGsQVMz2ovMuE3uCt2DUOEZPtCtT3zW+AZD/E3Mncc3yevsvxf5+jfGQ9CC8QQH0IKEZIsRwrVBoyE6TuvWqfFjPXV8XrvpiLMGcnvOrLW/JLp+owyfDZeYvTSi/41OTABoPwb68y9vy3jXuL9ErchGUYrmoP3sbI8uiwEy7P3FILpQGsGBOlhOfVFc2luaE3to17Rv416qyeioDtg+UIZKI83XvjAGfUlRLPb2nUMRBVytsGOQqmKlffrV0DOMkyv1uTsb5wHAjbVX+77DZbd6sJOPK9ZBI1M9zsiHkXEoy03oLAB0R7FxznhRGlszgRn/xl3JWaC4ol3D2Iax6/0wnF1OtLHLYtQ37opLyFeFqai9KJ6exjkjWEO+WowMUe6G6zW3aXQ6WNwxPmCigNQQ8bnwM2ludL4B+rjUkQWlOJ6ehg344fPBjoKF9LLdDRosXqZCEZ79DDSULa9GUD5LYXi+3A0I86EUIxkTc8XlKcyZyrIgxRVtPIeaQFbuByuG3VniI65FceEvxdGG+qkpnsK4mRnuw7NjrvQ+AXTD+jgXy+K4jswImrWPy+KwbTi7hnn2lu84BoY6nOFFBBraGOe4ah9vapM7OefE9wdB3yPHSNayGjFiqIHO8EA3vtbhDGnFOI0IRMHOj4tBh3VcDXSOfs13PJuKVSyX8cxeH1rHw1wsAsHwjqGK6zVojZcg1eOa16/CkkXrYqSzbCbwsO944Qhwc6czMfDog2FdLEtYU1To7A08nDUDrfcSxj9KIHRpnrc0kcFpYmJiYmLi24BpLJ6YmJiYmPgE8b3v/YS89wHgqEIXJSKaInz2rfJlrwQaQXlEnw73YJE21/SMEvngKJCQb0PXihqv12rQi1TVRNNXj0pGu27Ee0OrrRsh6EeR4o41eHvZlbV6RYnCDGioG1/2tiPo4ZmgVVD96lHp4tTQyLO913mnGJ/WhNKICtDYCLrXFvq3JWPmftQQf4TQRgBilKY2wTHkqyJM7QbgEKZjRgtj+zBaftWcSfMMnTpvpCOs3uhz+zA7OBJg7E6xTLd61Ep6fK0hfG6QGuKsAmWtSNbQrHtLZcXPO3a6KOtlDwlOjDhHjfkKjklDPfErRr0YJFywtuMIiz2yWGgUE28tRRxBTsLFFOG7s7Dab1r7vzl++Zjhb4Z2NNpqWsv6ragc6RrXQLSsLdyU1/5aa2LT6M5ioDTj/iU1a/Va5frVVlN9VSrGXaS1kG/ca4HHXjVS9ErYSwE5mH651koRq0D/DRl1q1C7pXapCMKh9F09JFNVA6TF2ZrSONSjpXFpYKNTQ81jhygn0KjvJIwJACgMdTjztKYpcrC11/95/ULCWLe0hwCg746TNK1bdam+RLXdaoqya5Xzre2kbEP4rqXzQTSSaox8bi17IYSyWq3hc5/DNobvNj6jHXumcNcWSG/jnO4hlRgf3CbdHeUV9ay6YKfEfsYc+XcBgOdeq7wmxHN0b1IL60FLZUMUHFwq5IgZz00AYI3ZCWo43wKv8hxDxG8zPs+2iqOBn1sNK+9ZNK8J9lE7Vvgc/UqJbcreRjTH9yOti+YsJ7LXI60ZrTViIvIW1pkdybHRpGYa8kCLrMrSCJEW+TjiYRDw8N5x1LDOtNZlasLzNK6dbYtraZeBaSMd+3akd0Gxjc767VAcg5NiPSrUg6ONKM/FI+8hUd87voccu6DWg55bFWCnfPNzIGo8LmFdPI4u76NDCHIThDE40VgH71etHonO+sc/+hn+3t//25iYmJiYmPi2YBqLJyYmJiYmPkH8y9/7fqJElttGL88rDLeXrxZvra0SVbEGeksAeHmpZDlbYXh5CdbXE6plolY+ubm/33e60F4WwxZ0hG+pxg23gWYwsFkCeFwiBX3iW6BEvjHLIEQaXm6xr/iK66g7BlY5LIUvvADg5YbAZt2I0gyBdg7oxuP7ULZq1hHGy86XzKdjGy44Y19Jvujft4Y63HC1ZonmOcqaotU+J+g7/s1eDmxD36yLpTEAWAOtwVO+8ZLxOHbsQ4Sae9b8jJOmQQMd99lF+0Fz70xr+H7jXzZUogx8w2gMOGjOnEXm3e98ydxQ+7z6mE7p3R/g08Kvsc6fWlcA6MaXqCXbwAtWff0ypPnavPENOyVndmL3+iRcJV5eNlqnaz2whfXgzPCT8gnRxsex4z5Qe+6HYbvliGTKFzVJGcQBqVVJGmDbTtZOVLDgZfvaM0RrFfchzd021HA8EM3G4luKsuZJ1FrBy/u3NDEPoOv5jpqZ9TjSPiOiTE8qFS8vg6HqpE1lOTpV64f6Hthi/54Yj+/DODUgMarXeuA+1G/fDxxpX2ykP9zHIHRoy3IYt6Fs3Q6KngVy1GU8HzxqhJE7uaHS+MttT+02AxvOWqXzTM8n2r8b7kObtvuWNbadz0FHPZK0xeO/DP/mOdM9BTj1Wlkio+5H1ndWlgoRBY9BaxDwmJSiuA80vvdtS2PQvdvYgSaPAaOF/rzdt7RoikhwtDPqXwDZaRENt+Ed4vZyT8ZMNaXI13ocRDvcCwcZ0gXAfciXKJ6HNo3PV2tHlkxpwDaMbROu74fCBiyL0dq57RuO8E6BcA5urZ6scWEtwkJr+/1+P2FB4pechoIt1hdsOF+b0/vB7XZPz5cqG69rPYiG+vU7qn2reP/8dhDWZ0ENe++y7tSmo+7Y7u+4TYuRo42g4j7M1z7OPAhlMXr/Ouqe/cgE2EdadKncv4+uHA3VrSj2ce2879kALsA+Ss60Ss9kR5BIWB0brUVIGvb/6vf+E/7hP/lvMTExMTEx8W3Bp/AuPjExMTExMRHw7//tn6bv4uWFvoqkPf688OceRSz4IEQnrxRdGv7Qbywef50W+C2TfpnAfzUYD9e15LIhENEPf2VZ6LOq0uf+1z3dX/+W1U/a1LjdS06TECJqSqBNBIDjCFSV5cSaF6NYQmFmhliZWvnzspac5pHb658pj0GPlOCyWhiDnm+lvxQkZLlNsbtivqd9FaO7/RscOcONkp/8pjX+zkvuq/inGufrmShrbFPuh2ga0CCi1qsfxiAIufa+4vq1D+X3P7OCdlrHiY8Vv3Xj8Tcx6IpAnP/6ciLDX/wcPUU+ZMZ/cvbsfd6QE7r+X0m+H4Rs+1+kdO5p+PP5msYwi7Sd+TduCoF9+DP9ejr8mI+eXC9o6Ku+3dbw1+izhs8SPncq1bDeCtCNh29/nYWjDn9nv2HEsZSTNkkYhEhLLEA6Srk7ZPg/FYOo0p8Vg7p/+LNSOo/3+Gcr/fmyQqV8+DMp6ezUKabfKiNycn4Ro/q5FfosEDp/iUjfg4czpGhuk6qMR0gUN6jhw9/Z8mFLrF8eqEgfntJk3zyo2fB0AWcss/HsETWBERhugE6dm8oOKB6eufb15yI3565pSGOyLIXHBYrubfb2Z+ZQtQ9/Huv7odJvf0s8OwN5nNzH4e8a6yof/np39feE179lXUKa/BfPYH1dCelCH/fz4NCak7EtS0gDIK9F3BduPE6v7Evj37oWrl1tqVVxHVSzr90ylzVSjuc07pmSmc75OBA7y8NZ/9iyUX9JZ/uTdRCNjgvr4vSsoyIN27o6uoJz/xModyYEqkJfleKdev7x1wP1hebReimUL6p87RhY+BwNxQDwR//uh/nLiYmJiYmJzxgfU8zCxMTExMTExDfET3/8113v7AEvlqIjRIXSrJcFt+c3j/SGbszU4UJgKY463E2Ys0YV0KMNRt2ndXXcgve2qqAMF67LtVD0gT6o1cb7EXNDWd8uNJbFcb+zZ76KkFbVei102Svo1GisUWikY1iK4R4uRtRyX4mEKCEIxvt2L4YS9Lta8PBX4/pe1oKXG0cFqDCtaymOsnC0d9b7VbrI6X0V9HNVsSxDdO9q4bpIerlBz7GMepkn80rVUMrbby6rA2OUzSNa0QYN0+KGfWiTmyIG3ZgJyvL2m3U13EKUsMnbBWTPV3EM/aAmKerGi6DUt/FfVsX9Fi6MTIBBX25ZDXVwDhAB9lYxatK5Gca7yVIUW9SRdkMdLoTLaqiNo8YeJQy/0W4QmPhoEY11vzS+iZE3/eSk8F+hFu/EN8OyAOMAegE8RtQ2pu3cQrRfQ0vai26CY9RHNUP1sLabEn21aY+yfcWZlruZkBHMi6EF76ZSBLKNexpQlmAg6Lyzb79xxT5oUrorraXAqx7mUI6BfgMg6ZhaMZTBYKgmsGDZW5dCz1BxS9HbZtopYD/kU6HGjBsmWcd07L9Sst6Bu5IuqBfrxrUBLVBrL6vT9uRusNAP7k7Rm8vqyaApjWlal4vTGcFMoGGPW1aDyNv88+JYIo2vGfWVuVCbzpgx1rXQMhZ1j4HXvfEYPhvW0Fe1MVX15eJUmLtCwM9BWYwiV90bnG1rEOV55UVRjkH71pT2+t4mo7OnmiLaVk1L0Fk12HgWEUkOJcvV0eQ+/Kah1DD+xbFvfK700FcS+mq9FJY/KYZSWfS1LA33+1i2pbVHwCwny2o4Ql9FY9vlslBfLYuhVq6vGffVUhzHeMYVSQb5shY8vx/zsOSYWBbDPswr9/wMVtvp3Ha9OkZTv5tBlrBeLQX3cV6ZIPou6OLM5LQ6rRFmivijZTViHzBTWuNevxv7qqyF2BNUBAi6u+ta8DJEErsXXBYef3M+yy9LSdTkZ+uVjIw7mveDy1ro2XYXlDWcr11pjShhzRCVNBfX1bEN75VqSu9oQJdEGvfBZTF6Bwsyxx/SjNHGqjvMwjtueO/98Z/9FBMTExMTE98mzJuoiYmJiYmJTxBffPFCl3IeLhzb43/HNN0YN178SYoSVRW6kPGi2E+ME2NUgrnB6V27AY2jPkyEInHdTqiWG3vIuwtqZT06iMBHrSsV+o0pcOz5AozrK/CWj0BjGlXlyIvXYK+A8XKweL50hDTO1yREAbz21fATCW0ygQTLamsc2apmGLNtjzqPZYsaGQtUNUXqCkBRFO6s1dfrx5E3ouFzDvh49AMbKhAocQWcjwobN1prUOEYLwlGEjNLVKUAX/T2qJpYQdB3okLGblWBVB7bPk5s5E00sxKMOCHf/gyGn4j0CfHV7JS/Okw748TE3xytcjRp5Yt2oBt1xjTH0YjEIq7j/Ucc7dTX5Bg5BgixFvC+CEn2Wghivg2meQ02itZs4TPQcFA7BTvcRsNPg4d8FQ0UnNdyvjBe86Q9DC6vn1ObH+v/0DciAo/Re6KQsT6Vo4Ab2LHpQ77DhiqajaBmSkZzEz1hpHgNq+vwkEaVnZ+Ax/47VFdNH6wgQ/0aG0A1nu0AyIXzNVNyblI1eGHLqphQX6kobOwHdDrgsf/UhBzXTBUIAenm8rXGIaBSu00b2dpUGxAiKM0FrfLZw+NYBju/gJ0FgErzrKdpsHGOHC1F0PffDIapJuk5FUStZgkR/vFzHxcbI+Yl56vKRvvebn4ORsc7APBF0cBn0Ri1qlLJSKZiWIZJIwCaCRlf1RVexzR83gZ63WjNEElR1k0a5WvhbN/Q6LwNAFacjy+hH4A+10ajqIR8JZyTgYchPfymrMGpx43yVc1tElN2XDXH+OrRz5D8sJgrZKBoVmiqnxobX9Utva8sl2iE9h76+1Z46iszI1Yo14Y2nsHRHT/Gbc6KYIw4Fm2pH8wVox+tAOGZE/TlNJ6Vw/k/RgVbhYybRtthxs6YJkzALeAxOfaaGArclJxO/+pnX2JiYmJiYuLbhGksnpiYmJiY+MTQWsNPfvwFeZ8/2UIaxmcRIALWXVtWx/3GibY7a5+pFvpNw2sEyNtv1EBaYqVo0jWrzbAP38llIa2u1roxsVJ0DKdR47r1H3JU87qWpGt2F46WEF0pzZmtTBTUnz2CJUS1HOypL5cV9yFquNZ8GW9WqE1mOXK71iO0acHLM0cjt2BkVFO8jDpm8mjE2CYzvLyMkQWOPURYH0ehMVBZSAux1kd0L13qcJ+bc2QE0Mc/9l/U2Ixz1p6E8hUFEAy2gFBE9bIi6RruO9Jl4di/jQPlHnVx0iP2ghQ1fBwV+zh2cpYv8wtqKNs002C21rCfCblOfLz4VUUaT3wyeHm+kY5tuyx4iZHDjQ0gtVV2OmlIa/ulGekYr61QNBrQHX1GDVKRldd/5CnZ1+m3NF4U+8a/6d+NBrCS6lePPVAuL3h5P+hjmqAGR6C6Om7Pw9p4rUmrWTQYfnSlaLmzZ0yUzz2l5n0msqOISCp7e9nJaCeyUvRZjz7lsV0Wp71GrsA99CcAohpWM9JzFTnxCbqUpH0cdTdFQBF1Is6augLUym5+elm63u0D3mrSYfaFda0lnO2AbgwaXbbUeJ9Wk+ywddGgu+zUD70NDa3GcxqfaeL5bzVP4x/1nT1En4q0NKdRmU5dZMFtmNPmiiOwxvTIx2EsUU50uEGHGlHlMw02MuACwOXKc/pojiPo/nbj2zBOsa/Qz5GjEUzVSev22A3HxvV1F5p7qpL0cZuAx18tndMStfeF50hrLY1/FT43XmTFMz3/giM65IjgeajfUmvqK1+U3j3MhPoXeI3UfmuTqVJ/7psmpga5KkW+igBbYA0S5Qdc1Chf0YcD0dCkyxOv00f1lK+a4qBo4/ystMCEcLlym44Tre71wmuaKnDbopEc7Myi2rWWH9i27DR5ua78HtmMopF7vvz+J7Lg5WWkFhK0fYMORubr1XF7efnw2dzSnqYqoayG5/fDGKDPx3EQLrjQGvGTH/0cExMTExMT3yZMY/HExMTExMQnhu9/7y+S4WrbKhnEloWNs0A3FJPRTBQ1XIDFS77a+DLTTFH3g4x695eDIjdUDS0IP91f+DPAurYiYMMbgPt2UH3dDVu4sH152UOEhSQd3vhFO7ivzqi27zduY4/CDW0K/QtpqU2R5u1+r6FN2bB6vFQ29J/k033l2Ts+5nsPF/YvL1sY/3ZSv4O891trHBEg3VlgrOC2HTRvXARhWuH2nMc/pukFvP1zj21SxR4qfLsdGO7MUErOtx5sN2+1JeNxnPf7HqIRNFO2bntN+nGJ1q++6t51HHul+qnwpS/Qjd37Lr+eU/o0av6K8LF15HQu+E1je7nRPmzWsG8n4xD1TkOSaAA7Dl5Hjj2v063xHtFqS+veSDncyxHU+vbdcSjqkQ02dTAgHIegBoNSbZVWwnoo9iGN7JKMBWoN+1C27g172Mu1gZhO2nHgiOwTQaO4nvVV6F9tfAQ4au7PihroTPlM0KUt+DctnI2OekYGEaKypdHwt3by5DbeaY7jSPuMGrPCNI6v64QlIe8qr+eGjv04HlqmY3UFbfju2DWlUQjthQ0Ndahg3ZGWx9YMbej0fTvS2dOcDXK1VnKIAPo4cb6OY0jT7i0Z9VprdMbatiM7HaLPt7Hs8Sx33I/Yw2gF2If5eXs5EGxvMONz7nFUhGkPYCdDZT+fDOer256fJ3C++35kA/2jHR/+3fh8X+87JOarDuDtWd63I81pg1H/tYPPNDjSkRuo7EByb3s676srtpHy+HZgo+e/oeFgOuPDKc12bAgB1VDhs/v9XlMF1YwcFVpr1OevRlUdxknA/Xl/2dLcczdqp+88r147l37WNIz/ltYrD86r9zv3C1o36NPzE87t0VG0t29HrW/j//Ky48DvcNnmlO9x8Nz78FwPC2Ztjai0j+cDUf+4vwu91el2P7DvwUlCKqU5ajd6f/i8H2nNWK8L7TXPL1tyZvJA0V133nuOfcNPfvRz/N2//7uYmJiYmJj4NmAaiycmJiYmJj4x/MHv/wlRBQMAAgXe5bLg/ZGjMkavbFWD6qCNVbK3d6tMJ325Op7fxwu7SrR5pSi2G0eeRIMohGko10tJkQY4GrGmLYvinpI0phBTrm/XJw4GcXlo27626eJ4DhEhLeRbXLENv9ETA2NnD35rd488CVEZjdMsiyfv/lobVEZaRyP6UD8ZJxXhfNcFew1lgyNo1RXQUbtLHhFjo5W8EUX2snqK3IqU40vRdBFYQ3+aCY2Be/6NiHC+q9NFFtANveOTYMWgwyWPiKDF6/iY72Inhn8J42+kIwi8Ro6/fXZlPb/TNoX52fX9Ti6uNVJ0nuBjs1d+DvhE+/Q3air+lQk2f9pQVwhp4Woy0EqgFD571iMFphmvPZ2pIdBkhrVFTTpNLxXOv1FX2k9dBU1i2Ypj2FtUcj7WOHJMoRgfHFGOens0kp26oDlfa8E44EgPpDCFqJpDdOwHg4Y9wotTVLCphsjovi5T/VShOvSD9pZSvquhyuAktQhqi5SyRsYMcw8UyN2gR+PiTowkpoZqPK/KohQ5aCppHjVlA60qzxFVoBnPmVKEHB5UMzvKshSae6a8lwOvkhFDm4piu/H5KdZ3KY5b5ajWmK8L75fFFK7j3MvOgqU4to0jQOMSVoqH6GNmT+mNUsgw3uZG+71I1vNdVsdtiI4UybTjZmx8NdPIFoz4HCyloI7R8pDkk7Isjn04MJsK0mtDE+oLLw67jW0SOnsCnenmNkZmi1C/AP28THTWKuSo0GrFFgz2l4uhDpG6/WzP9fV1CZHPekIPzmwOa1lQR6ce0W7FH8u+LrgPbbIT6m93o/cYN4NqWO/BdNvrsqLub+PfgFTfzlo0sg1ImkdxvSpesI1lt1dD/xvWi+P2/Dzki/TeGNenUhzHGEks0qUUhvpcLhzN31qu37I6aT4rGnT0eGkAhNdBM9Zz3rcjeX6WSyEGjX1PajZdH5vejwwy7J+15vfaZS3BOailNeJf/i//Ef/ov/s/YGJiYmJi4tuAaSyemJiYmJj4xPDH/+mnWC+sNdZa0Nw1ozRuguCkDVXBenm73FyKpss5QcM6aF+5K/1GJUcRqAjWa6HfREObKrjsxZKd5qg76W6JCdZ10B42wREunBSCddD380X7hT3Vj8v2YlgpOjlTeKtxu80FR4giMxXqq2UxiATxvnbABo0ydcUy9qdKjqZS7s9SLGnsqSqNdymGa3v7LMgGSFOl/nRXtDAKqtznS9F0ySutkq6huWC9DHrKAtJB6/ka1nUwFheFpTminMYV66ixJ49L0lETzgXtwnMkRhFZaJMXpcieR6NgOraJ+0oEOdpLBddxfrpis2DUV8W6joZ/xdpYbLq2CsNvULP414VkUwyOCB8DfunqTIPptx2lGF2Se1Fcgk6kGDpv6wPv398RjY7r9UKfrSjWNq73mrR61ZQctMxA6wrQ1ycyrAJYB51YM4UEcVkzBdahHDUsS9DLFY50VGN9TBGBV65LcUcbmuluuCZjsZAusLvh8pTbPa7VpRjadewHhQV9z6Vo1+v88BtN0d5mvOcvqyXDmhr3gxdj6lpXWDCaqQHVx/Ve8PTE+ezHTrS+7oIL7Z9C9X9NQ7qh4XwC9LMbyXqEs5sAOFrQVF0Max3OjS4Q47NmcYcNRjN1weUa5j2CpITz2UhUYDHfRTEuyGbC+z0AddD5yFyxXoPucq0UAerFcLm8TWo1xRoNdm4wr5RmuUQ93zC2zmdsCGusnrbJlfoB6Of2Mdq4lx3PjY0s3GaCZR3P+5J0rUs4q/UzIqdRUYoK7/XjM5YpG0BLKRTVrmapr6w4jtFA65bGyRbefpfF6cijIjDntdGLkcZvccPvvItrjWIkAfLiuD5xPq0YzZFlcTKImikuwWAbo4TVFeswr4AcoexhjqgINGiJl8JOB/2MGPpKBfvwzJkpLpehTQJ4rbw2LgoQXbzieg19VQzbYCw+W3NFF3ov8LA/iQhk4b2mLFFLWuBLmPcGYgUQNJQSyzaMZy1zRRmF1xuwlhMHnaEfFIIljJOokCONhfdloKFoof39e9/9M0xMTExMTHxbMI3FExMTExMTnxh++MOfUWSpuSZaLZVGBlpVjpwAOt3laPDqRt0xuiIbTd2E0kQ9OAAQVIpOMZNAedbQduZIdAdFf5h3Q/AYoWQKijxSsxS52WqgmC6Fy5bXckcDI1OyecltUq3cn3bWn436qzj3lehrf/Olz5hvWU7a1JgSrUeVHWMCQI3LLpzGXYgyEeiRZWP9TD3Q/nV9ylbHi6LC7ZbepXzJy/PoTMNYglHcTE4iixsZWkqRoNMmFNkF9EDpMR9RvgwDejTNQRGBEtK8Xo2Nl1RC/WkmibpcLUb7IUWNizB9rDensjt1uWBL2szfEGcCzB8RWms5YmvivxwfmQ3+24BaK7YxwtKZahN4DZ6K850HawteXGpO3/XPgbK3Mf2+FiS2ieM4KCpQndO0VtNvIJxGVVMa0Z3ODWac5syRxjzqRmbZCUigbC2Not6A7pjGkZC8tzQ0tEjrHaIcTTP1vyjIwFRbS45oR9vJqFNq1EJG2hOKWtg3cNImpsWt4dxw5mMjlnV4k0OeN6qPOxucAKAeB0VvNlccA104DiN6ZgCopjiG+dn37jCHhenB+/njRM97NIB6YFmRluaISzjXmGRmltZwDJusBc1SPWp2cAxzGCLpfBcZU9wbPf8AcBw7OfJpODc0tHxu0JNzQzp/hv4MRj7ZDzS05Dg39rlIS31VCsL8tDRH2hHHiaNRO2U3/QTqnK+qpPkJzf05RgDXx/M09qc4G6HlTKNFFXWYs63m570JyFjYWku087WG/rQcLR0dO1VbOHdb6vNWK4SYgnhOt1rTPoKlcH+ezHtVoXZ7MXovrA9a/5HRqRWj3xxbRW3BkcLCvhHeE4HMzODOz1M9uj4yOS+ppYj/uEcUV37nUw3vc72/RsO/GT8bnQI7rMul0LMrVtMeqwJsw0Lxwz/5KSYmJiYmJr4tmMbiiYmJiYmJTww/+OO/ICpgU0nUwPGzuyWd4wjzg9J4yRHBtW5Mxeb5MjlIHHZa6kDxRxeS6BcFI23Zgkx3vO8HXfC4a253apOwEfokGhlo1G61fLG9bQdd+ff+PBHdHaN9nC/jz2iJa2U9PXM7aVO4MC2cRs6iu1WwDf0pyOOfdI5Nsd14XDZhujbfhPtKJRkGusGB06SyNxY27BToIaIabGbZnQ325kqRCUC/9NsPNkJnfW+urpWWDSKhSbkNee7Vgw04fe599TPnnvvzOBq2io/6lD5tkxHTAP5tw+1lJwccs/M9YbwgF8Grd80HjOs00J2ituDgFNcaNZABxFxwC2s30LCD0zDNpySjREMjSn4RJYrUjoMii90t7RsR7kbtbLWe7MPgtdsPbPfIMcoRnkk6Y8tPolk4HzXkdjeWlfCz/UgrGVaPwka946hJWzYaQM4MIgCfAc5kJiIsnFFqzXPEq5AEx5nhH+2gqFYvfGbZtiPEwQPuBxuPkI2bZiCjnp+cUaMnopviPsyj7Z61r0U8UPa2NPcqWM/XTOlsOeQ2tImlKI6joUWHgtBOVc3yFajk0OYllH0/m5+cpraaWWuiw8PJWS006XE+Hp/3PXlxiGpaf5LECYR0YL3U9Jv6SPlWdqXxPvaKLfSnFZ4Tqju2ez4vjetcKY3m1bFVSGC0j2tCa0g6tu5sUDw7d0eUUihNLyMw/CSngy3laybYh+/i2rgBFJ0MdJ3g2J+xTV0iZjS+njxzAmLa8YXPw9t2ABLlVJDWmqjN7c7OKyqKbdhr+r9qYhsY5/3rv0cKcZWC+200pN+Ts4254j4a0v3gcQo6172+3J/7ltfuZXFqw/f/+MeYmJiYmJj4tuAjvoaamJiYmJiYiGit4Yv3O9HANTXsQ1jMq+zseEmdddzyhWS88CsnEbZ7vOANmrBnxsOjNrrEKquhPnOiFEHiijtL7p5c3kUayxzBGqN9e/QKX35v20FpVE9Cqh8lvlUG4cL8cZk3/OzYK11SWLEURbYf/JsYdHkW3d0a9+fZxXY9DjZcFwOidvNRqUAN3JGq8rgLY605YIzCdmy3GK0U82lJe6yGxtbQSDOhiOYPacJl6BGN0GGiR8rsU8RL63AxCzy0Rsd5pIowPdMFWhzM07HsXNpv9XXB0RrqmfGx4fOzSX6i7fl1Vvs3Stb9Oc6p3xCsKOpojC2ARLsqABYtBrElAAA0GkgqMDhTSW0U/QV0neA2rlFhH3n8ksdWFHU0bsgHWojhq0zHH62FAgvRu0wVeobIJnA2v1V7hORb0TXpcJozg0bXd+YKJmOcG+kEiyk0rfmsSa/QpAGtxieOtLWcnBmSjnBg4ej5sJ7r+dkjS1NQzi0/yGYGGffHFt2vAHUnY5ye6Dkj/EpVOZfaIMGhzdTp2ehnpWxIH89QSSK4NTpbAkiaxPvREE2mZqBo6FYPtGRXZZ1tVKV82xEFOfo8Gs/D3aCXz62J9SUgjlSfv6yXGkt3N458rUfK2h18/m189m2tPWQ7hjaZYXzA6wGiRAeAshRyMmlNEMWETdiwryb0gFSAoj+Bro97G4yFR6vp4e16vhyZHRHnjaoSy3xt2ajrpZCjz3EgtSkaQONZ7fVbYqAJ3PXRsNnLdhzHW38eR00vaKYnTq3jNnI8yqXzcKGz+LE3imAGgPWykEMGYFANFM0mQb+dG32c7DVdF/yt7H3fcES9YWfHhGM78r6mmt4nR+x7n/fjt8Udx/52Gj+2mmZJjvDmFK21JPtippTqyy9eMDExMTEx8W3BNBZPTExMTEx8QviT7/2U9OwAYHFBu45auZ48/9UEy/C7dS2QG+fdWsU6aM/6oljroJ1nmc7NDKTTuCyWoi1MQTpt6+qQ8ZIQwN4q6VV5MVzWUSNYs0e5GUbZrrOyVQU66LStF+f7Hsk0ex70aXvZ+dKStHzXsz4HVIeyF0dr48Uskp6uB22/btTnfN0El0HDeF0dtxu3u0nrBuIP9TO0OuiMqaTLRnXBMuiKlSW3u2vjjfPIsoG79YiasQ110GkzVcR7sK6F/ZZmKZZos81Yn3i9WLq8a0AYS8M63IWdRZab8Xgvi6YIF1OhS/SyKGodjtHydhk7tulC8yjTFsY0y+q4a8WyLZ++ZvHnjI/OwDpjvX/TuFwLvLw9pOvq6dK/fZA96Hh5H11MgEvQBC6uqIO2cFmMnMOAB9X/oLFqbihBE1KFHaqK8Z6qpqiB4WNZjYykZfFk6FUV1GEvXlZHq6yxWWul9XJZDa2N+7mdRMYtpEe6rAXqfNbxUgIdr+N6ffssb7oIH7CuhddlMxxLoBheWFZiWR16ohM8ll2KUxtEBC0s2qUYGdHMFSrcphiRXorhcolOeZXmQAn62KLJ1pX0P0sxiFzpO3eW9ijuQNCfRZjDZTHU4SyhqqjBsWspJeyXngx9bpGG2LFegpNWoKoui+MySlFYNur74rgNRruyGK7fiZG6C50DysXwBDaatXZwG1ZDa+N+brhEHetVsQ+GVSt8tnitc2QFID1nQaJAXi+sP+veo6xHLIvhPrLoFMMKHktXjqAvxVGvbLAPj09/Do3PVJCgqRsoxH1xXFs0yLFBuaylG4gfUBV4yc/uaNwsxQCJ6yWXbcWwIGozG83hZXU2bqsmw+SyspHcimK98hxx57GM52wAqOBzYdSjNlNI0FQuxXB/edsr3A2XqKEdy148OCcImrAD0HpZID44e5omZ6WyeGJEGt83gJ4nsSEshuVg3fpFmHZ6DfMo6WM/yh5ppsUES9D4NlWKvC5hLEUEsnoq+2UYSzHNGt+BLcrcsYR1+Cc/+hn+7t//25iYmJiYmPjcMY3FExMTExMTnxD+1z/4z4iWilo5DkGRTQfd0DpEIwu7Z5u+BicNUaTB079He4YI1la7tuwDIqDPaPK48AuRM2M0pQp0V6p0jE5WURzhIvY4Do7K/fA/b59rjFYIES6m8tBbG9odjImqksqOHvEioGgQwYP6briwaK1CRq/5k8vlelSIMGW3SIye5WiKPpZsfI8RTK1yGrNMid1qBSRefreUJtrJKHhNXksd51HjdmuLgcYpTZ9HnKbWmgwXY9RDj1TKEWxK8zzPYUGlNDH6BgCOWkNZkj63xMfN9VNV1BRFCLpAExGoSb98n8biiW+KaSv+jeNsjZJoaam873Zh3JFRIWtE1nrQvnAWjYoQpXcWcdfThX+Pa5YiGS5FlaPRwjoHdCcoYn2QfqlP+Uhem2md005vy7/RkEahIVKvOwzxHhojYWtrUH1rl0iIUJNctopQWb0uYQEWIQpsSAvRxe3B6DL+JpzW4n//BWki9TNC5KaEs0TPN0buNlD3xc/o/WLcNcloJmHP7NOIDlVZh17ZaavrE4c2KTe8nXSOBqc2Ec4n6h6/1o+rlyMsRQUS99fQbhMNZQsNTGs1DZQKR9SiZSO+qpBTiYSzDxog2thoG86trR2Q8OwiOIe0etI3qhA6p0hKE7WPoRLGMkcJuwnqMZ5/c9lmytqxGudjA3Bw3mGNba3mNTcEibfaIOEcqCYkYQPk+dnn8bgGhDSV9X6B7jDALRCoh75RIwO9qsLGchqA1lhfPlBB1wZEBgV3wzHWTwRi0TEhMD0Jj+XRGlprlLcKn39rYIYCupMwdWd6vluPzI3b0sgmVGsfTyr7JE3IQk3I2bQzLQ39gNxXcY2t+5HmqKjwEtCOxB7xr37vj/F/+Sf/DSYmJiYmJj53TGPxxMTExMTEJ4R/+2/+DM/Po2Yb8BLf5QV4eR71ajPqseM+UBeXJetb3V62YIxtlO8ZRICXoX494pLTHPuB28voja+4v/BFzu1lCxd1OCk7Rvs2vLwf2q1IhsFj33EfqNrWVXG7cZqXl40CxN5Jw/uvaTfQqN2iZ4ZgoQjgy0V7H49twC18bnh5ztFonKji5XkwMGtifca+79iH8V7WmqKR5WVjg7cUPL+PWpnRQtKobLUcsXwclWiy18Vxi0162emiU6Ti+SUY7aOBRCpuz0P97WSuHTtG1vFlkaSDGQLse3++fLWltqHieUhjikSBvu8Htn2Mbqi4h7kGCcYkAV5eKm6/SUPx2QIx8dlBMG3Kv0o8P2+kTwrUtFa3upPTR9wTUIHnL5/pq+Oy0L6wFaW1GwBULbBSLLT3Aa9Gs2HN1IaXl7c0kf4WAFpT0j72o5JuY/8d64hCGl5ezvaocS9ueHkZzy2SJmOD4T6szcehSVbg2JlaV9DO1+rReUobbi9DxJhpMhwBoD3qOCqCP9hDpmGsb8XtJZ4LON+LcJ8/fkjwpeI+yHLsx4E9ardKoBRG7vOumcwFUZ8j0zqXwprZRz2S9Eiki+57VORbb0Hzk89DvfRAS7sY6ZEex0GfX8vmKVDyM8Yk3rhgoTSugq3y2WFZGs21ehx0Hgb6PCcDvYazmDwMveP2LYXafdcNJAr9aPeoN1xrxT0ciET47CrS8P7LgQZX+hQng7Fc6Cx2vyWfEiwr0zoftaZzv/SDM5V1C2f6tJFIoTXrfgPCcQi+8Nqy1IKX93z6atLI4U+knbAxNNCh5d2FxuV+i64gnfVhbGfv8/iMhY9hvXzVERkdJS7a6F1GtkYU6ABQihDFfasn534DrbMX0bBe7g+HyjdclHXq5R6f/87wMzqF1lbTM5YNuo3eMd/SDO2+Frwf0vhNcI+60IZA217zWijAyBGf3h8p4QNPBbdxnt8fPlhj2UVI97vW4+Rdi3EJ+5i8ZPmmf/e//sk0Fk9MTExMfCswjcUTExMTExOfEH7wvb+gSBA9odWtO18qrCtrgwHAFuhwi3u6NAL4sklCJIiqJBrlqPW6Lo6XG5d9jxS/5kBQgI2XE1FjTlUSjWW4k0MpHvS5gO3O+aqVVHa8IKghfEQDlR+QtXJLMdyDnm783KOfwqUMwiVGDNg5KbuyPDGW4ngJ9KLReGxmD0Mllx1KA4YL3h5xxJf8xyFUSTfHFujC4/xUVyBehp82fLiE0xPjwsHGjmKGeyi7hb5xM2xJ5ZDRNfvGCOt8oRZpN81P9LJDGlUDJJbN/SdQiDS0HFv268MvYUH8ttuXT4IDf8v4BoN4qoU68cvCwpKUTRQ4ZQcgk9qJ4SVFzp1YZ3oajk7M4D1T4NDEbBAjLj1UWiEajMUhWk0kRyfGBV3VIGHt00DhW8pKBjJ3A6IRwI32E1WHajYCjNUpajgs9F8J1KalkI6oCutRA4Arr/FR2/UcX78ymBioz2v+TWYCyWmUtxK4pdhtjmAF4FawjyG2TRH1hztd9KglnZk3ECJUTR1x8ILK8iPNaETLrTI31NF4fTLN029U4JFSWCMl94L74EVWIYnOellYs1ZD5DsAaKiQmaZI4qTv6yUYbFOT+jllOMNF+Ze3IOxhPoY1oFakSHIzw4bRQN8Q14BOxzsUVfVrN7wYuX22HPVz/uCYsB+IA+olGnUb8iKqX/HpjQKf5mNodx9XbkRZChs3m6bFOFLTqxWIBScddcq7LCsxEbWmkBLol4thGxmF1OElv4+N8LJi9OPpr0zh2V0c+6jnu+eBibrQJ340D+Yc/jxijy9NePTnsGbtR2YXKIvjPrybnmRzUja/l+z7Y6cb1/xScGz3IU3WIC9Brqme6JR3h5G3z9//T3+eKzgxMTExMfEZYhqLJyYmJiYmPiE8v2yktbReHC/vw2WpsF7dujoZGM800cwEpQxGv2I4onFTup7iWHby1taup/eWhinYIEDdGtFWFlNspFesFOXzmvFI+bZenLzqexKBF9byDYx7OI6Doq3cFT6W7ZmeWVW4Py/OkRbokbDj3fdykVNKZBlu77wo5du1kaMhncte1mwAV1WUQettXT0ZrxsENhp1F0PZh7JNcySVcd+sq2eDt0g3PD9QFk/RTVBJmnejNl3X8ItR4oANNKDL4qcaxjTXVu+U3GP90Cnz3spW+s2Z8d2M03Td6KiXzX3edTsjdzow2ii8KMox0hzmOWJmKN4gzT5yGupvkeHxm4Tk/patxdMO/JuHO0eomgmCTCyasrzC7YQyIGrLLm6oPmjYLvawKg+/WRzbYHwtS963zIz2P3fWWT9b+5biaDuXvQUtV1+kR0x++OwowRtJtVHeXgzrcG4REUjQFV0WJ0OlF4MdbApaV8N9MGwsi6LWYAh0JQOcLw4P559otViKog5lFbdkhVqLUjSqu8BLMASqkjHbzeA2Gpg7TfaIfgbhM0kYbqwLOxq5G0rQutbAbuGLY72GyPEj6IheCjnduSuOYBBdFqNznrvT3gf0uTZG2XtxrNfBQAagbkplL2shWmJzTUao9VKg8mb0KcVwrEHH2hfSXfbFcQnPgigbzterQocBNlNswY9rvThug/GtONDCeHsppLFqZul5BkBrQFkExzY6LAIaruSWSyHDWT+LcZpSWGdbTJPmrxemWylecHij31hwIFkuC9rgQNnLjo4drC1r7ihLOI8Lgj6ywob3B1GBhb66rIUshqYC99DuYORT43cOAHDleW3u8EHjXVRgluca1V81jeV6XegsqK5YlrA+Fn7fWi8FbXh2BYDUNWjqGqBvUdbqhtI437Iot9tz/cyc1oDijmM0OgsA4edsvS5obYioFemOOlR2we3GzBC5bHamWZaSzuzdGZIjlMdnQ0VRgiH9cim4j+uPGtYSjOJuD+eDx2czeKAD12K0BlwuhZ4NVel77YBl5Yj591+8YGJiYmJi4tuAaSyemJiYmJj4hLDdD7oYMROU4fJMpEchjK/FEi5TzBTHvoEtILVfkD7g4cUaANAaXRCoxcuKTnQ4RjMINPxGcASDXhOQUbKnj1GvlS5U1QUlUAtCQBEl8TJKVWBHaJU06hsvdqKJFtKYoC5vidrjf8sQvaKSy85u83wR5kUhMZSqCfWNuaEM+TR0Hbexb6LBvhslQwQZBGW4fDRX6PbVhgwzg0cDeBOYc8S3hbKjjKfgZD6GqB6RRo4J5pp1OeWgskUr9RUAaNAz6w4FPC7RYKIa+1xQEbQ90TiNCl/mpkjp/nG8hFOVNCVEG6xoNxZ/Dfv4xLcU0zD8USA6T2nYS4AepTVejkeWDQDpglqNL63dFI3vz+EGjJZpFcESyhaN0b017QtxLqnGNV87V/EAs0pluwpaWHcjk62aYQntNF/CZyfaXzNFCAiFmWEd9l5Twxr6Rk36uv/hcze0fEDL0dDRIUxVUKImrAlsNMYJskFCQNrBIkJzBOjUv6OmZnTu08Dg0tvA56i4j73+Tm1kAlGUha96Wg3tNsVC50eBKo+3u6Gt428sTgmYCeueqqKERLWwDq+6YRnSJM1QPJyyFj4/riu3qRvkB2c0VciFJ0XUPnZXXNY4H4MRuigEY9mKeHVmpsS+ow46jwP92STNWleUK+cjwrqx7oJlGR078lj2s+owLiKw4EDgZl1b+S0Rn1MEaKKkU61mZBwWVbjzwPS5N5yrJBuUI129qWAt8cwe52OY1+HZALpzKYY2CITeXXq75cF684oK8xgVHNcsg1PXCLzENapAxnO+GsoaI8fZYQQqaV8wsIOXmoT1UWALG1bNjWViVODpWRDIcI7v4xLbyYxQFtJ0fXmeE+7GTE4Cen8AACsGHRkIRNKcFWH9c1VHWYNjB1hyxszDepPXvhLe2yS8UwK9TSNFuKimuWaixIAQHWZf7mcU2RMTExMTE58fprF4YmJiYmLiE8H3v/dTfBk8m0VAns+lWIq43fdGEQg9IjhEAWygKKmrrqSZ1QBooB98UpAGlRdJ2oq1NdLIWldPulUtRCCIrqRBVrtFNFzusjacWjb6tcbtXC8lRULrBro4uYiQblWtiUUQogtrW4kEvT4AQbuuLJ4itW1n2u4VhSKWW0PSnINmvbOkgymsKViKYwthM35wtOzluiQNRNEa6N+MxqXXT2lOqApehggEM0WLVOUNVPa6lhwlLgf16QWClyGqorUGEaVLJVWhyD1TSZrVrXmKTLsH+vVt48s0CfOmtfah/A9lC8+1M+pqiJF2ZimGLURAufWLxpcTusCJiV+M6Gzx2yfG/txxu72QLqJgSVqu9dhZNxgV0RIYNRpFJOwdNa1RpRhpr4vmfNRAzAVmkiKbNcwTlfK1e/qygKhDRYCXlxhZHKOuPZVtgcrC1Ej/Uy33FVahstcVuIULfHOW5pCg/wmgE16QwZbTqEiKAL5cLO+rQd7DFRQtK+E8AfQz0fh8Xi9rOE9kv7LrFZTmtOyipI0qIvmcJy1QiCunOSlcVGj/M6/Y43xcLNUnnlMQ9kSJZxkBajtYfESF+tzsIEpfAJCL0L7aIKkuFthL1BS3rxkXC+1W24mOGwDWa6F8WnXc75yvm1Dks6rg9hK0emujJVz0QmkEQDwSPMkVL89v+e5Hwx6cIduFx6oBpJfc68PsB31ODFGkKqh7JeNhnBPbVlEPHu+yGraxb1ByuwFsNTwvz0MaAeq+Q3UwDj/x+4HelRmE0KNl78/jeRG43yM7QyODsqiR5vNr/cZ2m/P5UaQmloLLldfQ4zjy2d+E5FpE8vm7Bo1iuV5orolIj+YfjaThrHrsFdvO4+LFaE7Ed8jX78iYrUpt6lHjfM64KK+hth20FgKdPWI86zcgrVEmQkZdM14DOj3DwQ4OYc5u256o25eLU4Ty0Rr28CyYC+rwoInx+v3ycseP//xn+Hv/1d/GxMTExMTE54xpLJ6YmJiYmPhE8Ae//4OkJ/XystN3oprSxItmEUUNkabYd7p0OI5K+bgr6t7oAuHlzqp+ao668aXDy+1gO4Yogu0w6x4flSiR1aTTKg+F3+479iHR6k40ZABwe2kIzvCpb6KBGY3TiGQj9L4dVL+yKI57LPsgnWCBIFQv0YYuVbDHwLNQ32OrlMZPqKvvNy4bRdLFyb0ebF5qJ4HPB0em1cpz4jVaZ5wT271ilEt2U2yBorTeeM6WgkRXB2G6zIZKbehUog21jfp7BxmHxfJc2/ZoAFe0UL89/Ki1ihoEsVtjI/2xA3VouFl+Dvd70B58PFMj7rUbSI7fpGbxp4iTyO1fCjEP+Sac02c/nPi2oe4VdVg7alXUqJmOhjasUfL4jvJJGvSVvjuOlpxeauV866FokY0j6Mm31vIaH7e/xt+1LCuKBkEd1qejamKuqFXQ2ltEVm1BlxcPjchhja+NmRbakZ2lQvVw1JqcclrlqOZ6kkbAusutsRH1OFkDWn30x2saqWhhv24unGavaR94Le+tTZXrgrwC1cZt2rfjhHqe+2/f2VngkQQVY9ngs2B7JKK6CrWhbUcyzgGcZttq0uI1VdThrFL3ls4gw/97lA06mBz1OFmzQ+T2XlP9xAV1+HLfj+QM0Msb+4ZHIp5TgYdO+fCbfdvzXAtRzX3ssnPPWJ/WGo0TgNSm1vqa84rt1hCP9bUKtvGM8XKcOgOM9MF7WH9e04/SJrWCHDKOYz/RWucz0HYLB2A8ttthzaz3LZ21um1wMDDWQvXrazBHKEtTtEH7+/5yoAbae0ihM9t2jyrl2cngOHqfchuCFm8D2tCf91qTjIAXpzX9fttP5FCMnBPqcYS1pL+P0bxo/L5yv+9pLVE1HEO7+zskp+oOpqPGc+V9ob0alMcv68m4xLLZGWV72dI7jq2G+zDe9+3gl4z26lQ5rCWp7PBigr7mj3P4eNkS65GbY7+/OSu8PN+prwDgD37vP+If/dP/Y2rbxMTExMTE54RpLJ6YmJiYmPhE8Ef/8SfQwMvYWoUNHtbFFT7wQJtr0luFvFLqdayr43bjW6bWnCJvLpeC56CN3EJ0TikLtsE5XlSSIU5Niaa4LJY0l9EqdNBRu14WvH+Oxjohz/JlMYqefr3DY3o9CdRqmiI7m3SD+yvOdJlba5TPupZk+G2tQQKNmwhHl9REic33nsvi2IIRugIYuRrLWtJFD5pQxFhxxzb056sBXCmKRmkeuRu2PVyKKffn5VJwi44I4Gi1pRhFO/X6cRoP49KjxBHA1JxlyVG5tR1kMDEvKbKhX3gNEUYK1pMTIFmY5UCTtwskd8X9/p6zbU8Yb71KKThaMN7IQjqYVgQSovZeu+Ub2yx/HfgW20Hlt9rx3xTf4gH6iKDWOIJVBQh0+tok3HPHC2xeU4FuJDAb9Ijdkh56cSODRDEjDeOehi/UTRsUY9SeQIV1MS3Qj5obGaWB132TqTo1GOy8sKHDTIFA69w/jtGeoH1fTdOj6C7Y97Cnh33US6E6mxpcs8PcaKwx4T1TBMlAb6IYlW9NFC1YG9yN+lwCxW9Pw/rSopLStOAN46pM82yKaGXx4uR01alkeVxiBLCqPyK439CjjzkqXI31plsLUaRu2HRwllJBDW1aVsNtOA+qgs4cwKv+8MC+4Y4tUAwDHHG5uGEfaKjtZN4sSyGGExOFhbN0Wblv+pko0AcHA5kXhxnTg0uYE8u6kCOjmkItaBQvC+4vo06wQz3Qvy+sy6ru9Ly8zpexb4o5Ngznm9adMrhsx62OerRAtPxGnWBRofNt/52Sgc6M3yFEFBYozpeLc8S3KooFfeRLoehTNUOxaFhlNoHihn3s4lfK/fFsuhg7WjYh2nEAWC8rRcKKGGkfA/2ZH+esan7moaA52Z+X8RmqWa97daJ+7tWPc4ujZYGWyhZTpgO3XL9On8/vNOM61tBy/U6YmuLz0veKr+6buAasi7HTcTsQGMOxXhe8vB/2svBOAQBl9cCAIZlJw8Ca7SbYhj5u9UjU+P/x3/5gGosnJiYmJj57TGPxxMTExMTEJ4If//hLrJdBx8w0U/IJsA56aMW1X54NUO2Gvg9pFksXAQ3AZbi0MTeslyEPSc7yUFWsQ779Yjfowpniel2GNJrLPnZcrkM+i+LShgsk6f8z6pSpc9lmkqJqVBWXQcvOi8GCIV1VcLmMF0qsYfWoIPWpmlJ/yok+cU/zdjHfdaMDNZ0KLpfrh8+lGFT3lEYHTbwS9AR7BRqsDBfqrrisQ/1M00W4mlAbrBhsi5c63M5l8XQZDQVpNVsYlzNTnKjSvHbTFN0rylqFvW/CJbeyTpmowKLWp/Al/B9//7v41//m37z991Kwh+j469MF798/f/h8uax4eWE6+P/z/+l/j6fr2wNiZcWCM13Ct8+mFcswdvKY1wCghwLM2PibwydhMP31Ichc/wJ8ZAbbb+9w/dZQitM+4GEfAJA2yS++zA91/E1xRaM9UqBhIUtG3aK4XGMapuE3E1wu4dU/bh1Wsazj3oa0xpsp1mE/KebABSkN7ZGqWKOWq2mgJQaV3c8F2WFp1LA11yQTYSZkCDQD1qCd2bXq+XPUwq3HwTIHpliGdqtmiYriRlU2V6wStFxNYT4aKByX0H8xutjMsV4Gx4QT6YviPA5mmowjHgzI5pbmjYCj9OJ4A0CzQNnsvIerKtRC2a5A4zPaGua+ucCGM6OaYr2wQ4MqM9xoMVyuYxpJmsqlGD2LaopLcHCwRchwZeFMBDyicEdDuubntzV2bHPnc2c3tHKfF3ea6Wb8m15nJycDs5OxC1HMFsruhYT3AXM+h6hiufDY9fNWfJ5j/YI2symWMHbeWOu4LAZ8h595C4ZgLw4fHRHcoE9Bm7mw4ddLwfVd7Bumq15KAd6Nz3yDQ0g2YFmc9XNdICea3razHEqc1329GfuGNakBkNPB6+dx3RJF+k0pljR210vUWZYwb/LYmXJkuzunEQCyaugbHks7aXd8xzrbg6Khv68L6eDOvymGZX2bWyKC5ZIdY0j0XhVLyLfLLAzMH5bTiIKcZ37y53+JiYmJiYmJzx3TWDwxMTExMfGJ4Mc/+jnr9V3YcxroNGn84l2wD3q17cQSYi4UfRwvNl7TjLprXTMxRpVWbPfxIi1Hxkb6RFUNkactUSZb4whgD5cfPR/WwRX1FFFdW6PIGzPpFGevJbcGlUZxK+pKaXrEUSy7UppisU0AmuA+fLcukujB9wNEH62m9JtW6+NyeowA5jaYCo5wiRzbuQC4p4jqhm2Icr2YYgttOA6m8yyFowbORJbNlCJSelRVrt84T+Skb6wy9bcZp2mtUzCOF2c/+/lP8Wd//ucfPqsKJPTNX/zsJ/jxT3764XPXTw7G4uuC50Ej7927FV8Go89//KPvU0T/09MV79/HOVBY8/vdFe/fv+V7vaz43/7X/zUA4F7ZGD3xcWFKAk9s+04GCtO8bn0Tz4O4h6vzmtlgSSNWVt5/RZF0WquxpIK54h6oYJvUYPRjTWAxSZrzQGHd0xVJc35ZlLSOzRX3LTg+VXboco/916DCVxUe9pNac9S1LOC+kazvqw9t+A+fNY9DOw4yjogJtjtruUbmlDgODYHxBEBJ9Ttnf6GxM+Wz1CPyeRw7VU5TrVIbAUBWYb1SIM0ttUZa3CaS0rTAiWzORpeGAxIin9WcHLFayw5zIk7nVVVJOsFmTAntFvtPHmclZtgZz69S87xW5bIhXfuUyi5K7VQV/k3PnM5JbppYb47jYOYZNSqr1kpjAAAuHPksIumZ6lGuY3S+pHmN4IRhphw9q+0kAlOofg0NNc5rdUqjKmleqzYauz5veA7sRyUGpVL4naa2SMf8GJcxov9oyeGwKKex2tJ7RO+WkSGmktzNcQggQS83Pne14ghn3OVE03sLWuuq/Dyo5jR7dGBRXpO2DclBSZTXv9ZaXm+K03MmqmnudweVtzRuoOd53wRH3aE2OuoIttvbGffYhajoAUAuBdtw5ha01FfFnd4B+3yMa2Zjh5DAqrXvFcexk4OPGs/Z2iqOoPG8BH34H//pNBZPTExMTHz+mMbiiYmJiYmJTwQ//ckXbKyrmeJ33xpFNRx75csjlaxxqwflk+jZ8NBuGmneiqWLln2vFB1Ra9bljfCdL1bMtOvSjfW78aWnu+HY75Tm/cE6eomWGnh8fqvhESiSRYAjXILuzoZf92wIfmkbleUXTUbyLVz8Fc/G9ohSDPtgfBeVFEl+u4XL35N2v9RGlHLumi5/+7x565tazi5BWRfuOFqaW0kb+banNHFOvH/PmmnuLV0QRy3nvRgZwIEc6f6DH/5n/N7v/d6Hz12HjTO6XBYyDptZMhZvG9fvzKD8e//i39Ln3/3dd/j5z7/88PksEuw737niiy/eIpbfvbviv/p7/7deJl5iANA3AwdOT3xbMCOLf+PYgs7kHi7czxCJYhvyHnlsldfw1tJ+vAFM87wrUdQC3fGItFL3ivs9XNQH+tG9VDLYdl3K0AZRSlMbTozkCEarbHw4gqZy3++CgSJwgJbVyOj3qlc6woKBUSQbhbTxnrjv2SD6KOGt7KOejG+gpD34XFRbS1q3EvZA1ePEaMUOe3s4x71hOJMF41fcM4HXvZWpbePc8pYjEc/aPe5nx5HPHQga2v3sNBje9qy7nMoSpHkN8Pl022s6k4kwvWw5Wsonll2WoBFbK2mcAq/G4XFusRPlaxqaW4GmuJfdSO6iFj7z7PsB1OB45w3HUPa9ttRuDYb9u2gaF1Wjvtm94n6LzhS8Lnhxesbv90zPa24n61YwKBce3207mVsS9WhBn3EADQpeRwXjND5uR2IscmHN2vu2I8gjwwKN/L7zOgF059DRWF2qhbFDQilK5+l6HOl8vSzZqSUa+kWE9HzVNK+9PSW1aXzXOHvv6O8jQ58fW2p3X5/HuZXXTDFgH4zXhwl9BnAiLWDUzvt9z3PLeG9otaZ+9mLsMHzi8CrSwnssO4R0Y3tct4z6+M//7GeYmJiYmJj43DGNxRMTExMTE58Avv/9v0ie8rU11EFfaVlyBNJRK92lrhfH8/MW0hwUEFpW44hRQYpQyTqLki5Foz7jslqKbDoqGymXNV+414MjHZbFSGO5X2hXCuBK9XNN3v6N7epYF8fLjY3Q9WAD+LJ4ugDr9lumdqxgDbjWKkUEhADcR8QtfxfpDNfVcHvhNhwNQcPYeewAok0EHnR3w7x5NQiMUbkSDMPuilP5X+GyR2054MHGPeazOO5b6ONaEensxqkjIqjIc6u2MWJZ8P/4H/57SvPu3YXmxOVS0sVurTxvlsXw/IyQplEaMwtzTeny9a3eb//uBmZud2stzdn//n/4HwEA/7vfUfzf/69/O+X5X4pOxfjVDhzfKnw2RtbPpiGfDDoDx2D0O3HSELCMQVzHzvw6TIXXBdNssDCBbPybVL8gdRCjBYG+x7TRK0U0rb3RyUUD1a1A8uwLxs7WgBoNM0tkMGkpYrUddzb6NKWMRBSt8WYq2ki7HiJoiAa9aNhSNPD6DHB0bzeKc5pushqMVkvl9VU06Yy6CfZx/1XeBwDACzucmSQxjB5dHMYKtIcjLQudGnzMSaK9G75IMDBKmqjuIVJSgBYykiA6oSZ07jmbW1YUMnTx2fPhnh0jYsqoI9u9IsIvYv+ZUppwdOn5FsN9jIJsHM3Yy3Z2Zoyc4sjRxtKQxgGo9LtOzzwY+lvLz6YL2m00tB6nfXy8jBHewasEnRWIzzSS2lDBBmUxQx3Wkr1K6kBfCkWItiaQwB6wrB4cVhQW9Ju1GL1vlCUzCfUxf6tPWR3bfXjuoECQMlkvhpf3w7yOHgV4RLmOc//kOCUAOa8KBPUYnVyyk4aEs3tFdnK5Xhdyktz3mligltAXrZ05/IS5r0rKOe3oziDj6MW53509Qv+VgpfnoQ17jrK2YNQttaX3y0NAz9XSgjPA9lB1T+8WQ98ccbcF1nXFy6ANfjReM3s7nQzTceWtteGnP/45/s7f+11MTExMTEx8rpjG4omJiYmJiU8Af/AvfoAl6iGKkIbeujrMwqUoGq6D/u+yOsZbn7MLO3eh30RNqdfvxjSl5MgSVeU0q8GiyB8a/CvrhxRN68Xx7jtjXfLlobvh3bsxMiLXT0RC31jSIIQ0ohdeFgPaoOUlrPX1Wtb13aBP7JooBcUE69MbXdtSHPdEzwzSd15WJ3o+oNP6rcNF2lIcco2GdG6Su+PpienaWo0XJoanp+GibTFskZrcFE8D5dyy5PFtaA9ts9f6GfDEGnopusg1zD9NtNn/4bt/iP/0x9/98Pl6XfGd7zxRmlKMaER7XwaKPgFps63rgu98Z6QnzZTspRiVVcLlV//OKc3lUlBK1JtTqL6lGcd6veLXh48p+vhjqcenhGkX/ihwuaxkGFyW0o2ZA5poN0o88PxlNkiuV17Ty2K44m0tMNeu9zrAnTVEvTguvPxBTVl7dnFcIl1B4wv34oY6rEOnkhTFsA5ruJniEupXinXj24f6GWp42JcS6qeWNWKDxnwxBUjHM5uqizVgyMasQVcu20yDRiywOq/PLbRdJOtCd9GKwVGsGMaiVJG8CLwYRknYqD/dvzPWwy6KS9BpVdHAyGG0hwCvTnRKaS7D3ioiaEFbuBQAwue/SAdurjB/m7fuiutT0LAVdqbwE43d7jA1Rpc72pX3Xy/x+fDkyBajSEtgWHE3rNdYP3bycj8Z3xrrx/2nKjn6fXGykZ7l66bYnOv39MTC1an/3PD0FDSAPfcfQv9ZHN9wzjVXXMLY9f5jSuSx3QCgZkETnce3l8pjVRanNVJVYCX3ny2DRrEpLhbo6BdHHc7LpRiefidoMcPo+She8PQuPIvh+VjWQgZm1X5eTvUbnk0zxSXpNzccQ8SqaEt6wygcga6quARtcAGPrwet435+zcb2cU6KIL07eqBTFwWuQUtYTGh/8yI8B+Th3DGuzxd+VkWF3oWAh1F3iGQ3N1zTvA763MWxXsP4Gr+7WgnPuDwcVEaHgYsBMrI1IWkU93P56LGSdYz/5T//Lv7hP/kHmJiYmJiY+FwxjcUTExMTExOfAL773R/TxUJDw9GCNlpjumb5oL870N3VRlRsbpKo9iyk6dTQIeJnY90wB/+mtQptjetXQWlEWve+H+5vjkD9Z8Ye7695jw7t6kCUCN73g/Ip0rgNDei++0PUV+PLQ3lER43XS602Mg6fXabXo1G0gQLYg0U0RgT06oyfG7bKF/loCIbp9jDy8u+iJnT0r6+toQ5e+4YcGXsclcsS0MUgAGx1p4vy1lqKFEMIvGngNGa57Br7GDFf4Kc//Qm+/PL9WGMcwamgtRh10VKaiForpRGx9Jvj4DSl5DT7rvRda/43ql+UGfyt45cwUH7WduCPrHEnAVATv2a0yvttrRyJCvRoy7OI4zfU5KgD8CV9q5ro/WtgM+hryQmVMWl9tpRPPyEMe2BlGtZaT5yNGuv9QjLV8mH8XbVc9qF8HjhaTRIUGozFR+V1VWqO/qyH8FrbMruGIBhqBKRn+pZm2IeqpPr1uo2RnBV1OJzUA7DgQACvpJfbtKLFcTFmgKgta+w2D2eIWh+03Iwx+q81zrcBSXcZjWmKJUTQA4A0obJqQ0qjzsbs2topA8do8OltePtvtbZkUEbI5zhy2a1xnetxpPmnHtLUmtK81uFDvgfP41oF2/2Ajob9CkpzAJl1xzjfo+YzjnqO1k6sIPFcFtaBWrs+MjkZ1koOmAcqjhoM8s1o3hxVc/3C81trS+ufu9D61oKSdX2cGcf+gzBzwVGRHFpV+Ex91JbOpwjGxM5GE5w2pXGfHpWeh1qBerAOL2rXvv2QbxV65oGHjvHgwNpOooTVhPI5DiTmG0jFPhjFvSj24Tdy9PHXwSGgHJym1gM1rEHm/E63H0daI92M1+ej5XdFY4pwb/wb1P68EKsSwrzZdtQ9RAm7EJORbDWzazizPB17zSxKKvRdPcK77PHKLjQ6XHCbWtu7xviQ5rv/7gfTWDwxMTEx8VljGosnJiYmJiY+Afz7f/cjvAze2KqCPby4C4DjHo1YQSdwP/iS9FqSXlmnih6MiaYpTYSZ4HYb6SGFedgACA7Kp3u3ZyPleKmyXiRpct3vBxlWzZak7XUWLX2n+r1SkL1BFdSGTg2dDZnjJdC6+kn/7SR7ZZbpt+PlkjuwhTTRIGWqVD8z7RSC9BMh+splFdyjrvVRUWP9Qh+3+8H00W6/YA4M3v/KfdwN6TE9j2dZsobafhxEua5aqN0A8OMf/yXev7+95VOcPp/B3SjNGX20iFCaM33ifT9ovqlqKvv5+caOEv43q9/7aGD4FiPS2Z/iIzPeTnz+eHne6Bk3t6QJDIDMI4m5Anlv1bCO2l6JuhXoRpa4bsY1UoPBVk1Tmghz+9o0MR/dswQFAJIkaLVrhI44DjZKqghF4wH9saYoTWMq1P670AYR3AapDdE9GZJabbQn15LHTp31h0WQygaU98miSXdUAIoCN1PaP2TL55VVhNLUWrEFdhKrmut36mU0nuUkn5XCGdEMPCdvSGe5VXiOHkdNY9dqYNwQpLkuyll/s7Pm16fpz9BAN7tnKvfWQGMVP7/mQw4DqrgHqY29grwVzSzJcURvK1GlubRvezLGQhzbfaSLbumcJkGTuLeb52gD6Jxorri9RIYDpYhac54n23YkOl5R1prtziica2tGhnPRRlTBjy8xWgbNW3gWX/89nkcR6rcnVof1wvrr/ewez91KlMOKrkXP9QMJEatK7r9ohMaC2/NbmhuQ5t/lUijNft/T+JbFcCPN34ZbeE9wF6LXVhHK960Rw/iq4D6skffnDQjSMxqes33LzhRLfP9peQ0yVdyp/37B8zs6sDo/Qx9OzkGeYUyz3Y/0DF0uTs9r2xtpFAOvzFlD/cLadob/8Ic/+Mr/PjExMTEx8aljGosnJiYmJiY+AfzoJ1+QR/6yGPbnYKS872ScKyZo4Z132zlKQ0ST5lpC1DMzQQzQ7LpUTNe3RUNw1EZeLF2gRA1ZN8E9XFL1i99fXOd4wQcAe+UYjeKG45aN0OOvLFwWA0h6wOaKJHXYABkCEdTYSCDSIwJGSKukn3ZmqN7bMd73wBfFEeyPR21UmBWDnogNMw1h1paTD/9zDjVBPTjBEcbF3dLFYNSoNtd0eROjA758/3P8j/+v/+cvrgyAeBl7ZgiOn0sx3G5hfBOdtJ0ai0eMlIQfahPvfZNeYqZ/Hz/HCJiJbzuYQWDit49oPNF2oiv7SPmV+Wg0wpykP1k/vi5RkLB9/DsbsxGoqbNzRth/Y2XOpqXwntJONhQR/ulZzXoWY3TgSeRniy0IOFlLRVk/ujtv5cjJ2PIIM03apNF6nYYhb7dphnR67diEWD+O02ytJqOumZA2aquKeHiLNN6hyx8/jGMnPP8rAIk0tkz50rff6KDHkX4ngcevFfhF/+EUEqNTTyKGNezb/VwZqW7Z4bJW9APdAFeOEu6D+9XOXiqGsS/O2m1i2OpbPseen3tfmNWktZrG00woOhX1ICrexy9pLgmc82kNDQoJTg+qb2PeqvSz5IDlspBjSRUBlCmRy2Ks3yvaw6q/CqqQmEZ4dpkbZNAuP46aRqW4kbE4sgv0NHxGrTVrPKuAo/rbkcc0nQn5PeU4jrT2mutgKX2cT9Mz7nQm3bYtGU3dNUQxnzhKIixMtZ0+Q9THQQO9v/PFOeo46uAYUWum3XfHdg/rQNrzQrcL+Qx/cFiitVaVHHNv977Oj2m8OPZhfO/3HS3MlGUxctz48Z//HBMTExMTE58zprF4YmJiYmLik0DDZX17gV1Xo0sDedy8jpdJ6+KwECEcLwjclPSszvRXVTVpI9+CB7ypYBkuki4Xh944qgStkv7XurDmmWqmxPaiWActLS+aInDNBZchzbJ48Mbv3u1yGdtQ8GycRmo3cH5Ik/QTpUdoRA27oWyzHMFSimC9DvUrlr3vi2KVsX6WIgjMDGpveV8vCzaLFz5MK7ouhvGWSkVPopoV62XUH7RkEHWXPude27Tw5c5rG8a7pvXikFu+ZPbhQnFZDG2gQBQBtspt+PMf/yXevXvT8zur37IUSnO5FLy8bCdp3j4/Pa0p2tfdUAaNxKeny4mtgY3il0vBvr+VfTYHlsWpfstScA9zdF3Lh0u+IIE3MTHxkeH6dKFL+WUtyOYIYFwrbi8xMrVrH49YVwusBAo/iTgbjcrL4tmIFRyOSnEcl2hwZBkFXxTrMWjaIhuHl8VQK2vKR+exdXGMBrOlGFTDmn3hdXxdHIdx/Yoy9e5S7MSqHByQFkcZzxUiyfmmLIWoWc0Vxt3XtUmHOpfFIeHqxEvo48XIUQwAFhWy75Ti0d7z0BYO4zm2wRR77JvFoHibT14MkhhVDPvYBle0oHGqwdjpbkkHNWofl2Kol1E7VRLLybIaJGhvW9L3NYqQ73tvNCSxwbufCePZjJ2tYv3e2sBnt1bf0qhpMiAvi7M2uBsAHmBzPjO7O52nAECV6aG9FKwX1ijuhs3h7LYWjGc3EaBxs7EsDiPnO4OECehFcX/hPr6EKNxlXejsva6Fzpo9b6d1abks0HFOSkNDI8rhy6UQBbaaoJxoAI8R3e4KBI1xXx3HNrbBIZEZyJSo2ouz/jXQ6dxlbMPiwCjdo4IjtHtZFaojk5FgXbn/PLTBwpm6/27JOtpxHgdq77I41jEyW4BaWaP7clkwzhs1xSpcv3V13IazuKl0/egxzcLsCqL8PvSahupXHPUSD8j5fDx+FpFu7Kd31YJn4zlwQXYqGN87zfI6VZzpv80EyxrGQS318bjHCDq7AvdxIUeJ5DA1MTExMTHxmWEaiycmJiYmJj5yfP/7f4F940vmeuykKaZmaJWjgiL1olqOYDiCYU5PIoC6t30MURo/135ZPEYSNc5HBclbO2rRqQtquEuvlV/aVRSiNaRpdJGpKtBRSxc9mGbU14UIfRbtXvTU8nC52PWvuA01tFNUUtTwEXSPA3PloyiOqI6UcD2miseqlzz0jeIkSjyMrwnaniO14xyI5URdL4WcaEXWUGduQ2uP2gT9wfHjfmz4/X/1+5Tvtr3wONhZRHqOmI9ROPGyuEd4hT6uX52mX6zHfBHql/X9YhrVHCU0tuEXBlhNfCRIsYC/lVq8YUYd/6YhKmSwaGnNxkMT+KvQ0joKCBmoRIQ0KR9fJh3IGJAsaY3OZUn8rua9CbXl6OeUb2i3cr4NLdqyEQPZgJr6SoXXwrRHP/JhcJ+fjkHa68/ZHyQYXeJnVaV29XGIGSkFmgpy9HhLkXSVftNQT5YcbsQpG0VI0/fAzMJBOsYt95eo5shIakDXFo5t5+317FnIEdSpbAlp4nnq0YZRhzdqcT8aQd/F6Oieb3D2EHa26w4GMapUc3R2nCdmZExvTSEhEtuCbEc7mX8NB68NKsHA3WBhrTAVMnYCFZEMxVSZ6UQ0jaUFDVsRgKsnMLMU/cnHvYa4Xmg4Y7Vw5n9NU+ksmSdKdzYdvmiIFYSJpLPZuHA2ACItz5PxOXsIuac2YEyTFxRR7ox6sm6qZaeLFE1uHFEb1/VWK1qrNE8gjebocezJ2A4YxojzfsYO51gReq88jjwOZkayBPHsCzzmGzWS969XrfIxAllUOM1xpDVbTSBD2Wca6eKCNhjFj1oxehA0dMcI0iYPG8R9O/CTH/8cf/fv/W7Kf2JiYmJi4nPANBZPTExMTEx85Pjn/+w/4f0XHAF5c0EdglPXq5FuFQDst53e9Z9QcHsJlkwA49t+g+HlOaYJRq124P4yZKxI1q1j3zHat0t5paoe2nDjiJZL05Oye60+/KtVvMQ2pEvSltLEC6KjVYrcFZF0sbDvQjqBpUjSWH4J2mVrO9GrS6yehpfnr9bE6m0InRqt0GjYhuIt32Ni25l1shRJ2ocvLzFXO58nwaqQ6gfwxXTSVxNEesajNorIqHXDH/7bf09ploU1lZ+eDrx/z/3+5ZfPNA1EGr74IjQsQBX44ovnr0wT8+nGYk5TK9enR3Hw+N5ud4o+am3Fl1/yMz3S7PUg8+tX1m3it4dfr6n4a82L+btpK/6N4/3zTrf2De0XrJu/4N/9R3h5zhqjI/W9uKHunMYPwTZEKe97wRYcytQqUdTWWhNbxRnO92A2v1IaBRCcqFqr1Bfigrg5lbrTfnrsghacgA5tZJyorWIPUdaxT/s4fPX+2gS4xXZKdARruN8G49hN0EJE5t6EohlrzbqZWzRKtoP0kl9rzZ8q7uGMcISHvDbH87gPCpLsyHpx0rC9mybdUXNBHc5m+7FjP9HeprJxnETJB01gNNJOPWHSxnLSzriWlYvSmOuGpI2rBjJQHbUm/WGA5+D5PBHQeVgELy+xftnpkfRVb7mPvSjN9W07mHoZPZqxDd6StYGob98waLCipXGI+uHtUvDy8nbWEBW04PAm6hRVuu01PdNHY5rmfa/ZgcDYqaC1mrTV8zG14XZ2lqSMWWP8dpJkWSu24Xm93bY0l1SF3kOOfado314W6JBXW57rNeh8NzS8fx+e1zC+65PjeZzrz0CNDDmr4mV8Xm8b9jCe7iA2g+PYsxa4sLNwqwte3ke9nOjU0PDyfmin3JA8WxtorORli8sm1sUedM+PNtw37EGyxgyJgjuuA4/ihn+3pMUcWZKABe/fv53XBUhsVddWaN18frklVvb1YsRgdd8kvb/+/v/yXfzjf/oPUp0nJiYmJiY+B0xj8cTExMTExEeOP/zXf5q+O3b2fndzbI0vNI5wz9QibVuIZACQLpHOtIfrzpdu6+Lp0m0P7/2lFBx04d36hR9FWzqAr76oFjWMl5K9DaF+7Ru0obLhclkdL+EiIraha1uFCxdmXIOZYbzMO0OMXolUoEAeq1Is6SX3sWI6tS1cGsXx9eLJqBBhakjjkCKGDBLH4UwbkspWxKJj9Hu+/EHSbu5U5jwO+VIwhrFlxD4+o4+O/bcsmd46/sY9G4tjGoucp+A2xOCXXyumoXFi4m8MEcNoNzJfoPrVa+vjl/zPEOnp5YJtoIJWFcDXkEZxHAM9bjEcaX/n9cusIBr0In1vj1b+aoOyqgEarXXhoxvEh3xViAkF6OtkHYxj6naSRnEM+56bYo9OU8EOHfUwT9vwTds57OVRY7nXx7ANBnkB66S+pjmISvasbG6ERQsMcuS4qYD4rE/W8f4bdraLcDPch8NOjjjMe2OKwH18O5ZFkY3pv7624evPS66Gfeyvlr0T3R330YDX2Oh71oZOJ52NTSNUsh5EjGY0XxCtTbHty+Kox9uZRURSmrI47rcxnDzXz0zIAQQoOcLWKx0mSlngJVaao1zL5YK98jh44fpdLgudffq5lfNdlsLG4aYIMaQnc4nPko8v+TdnZ9KQ0MyxD7TsiT0AwFIcL8N7SDuJPl4WZeNrM8QFzt2x0wvCScy8chSugud6X3dD5LMXYCj7REIZpRTs+5u5/Djyg78sTgbuM81uL84G7XiIbsj665FB4sGcPn5txYH721zfT4ZtWQqeh/etszZEp8vuSJT3h/0r2tAjxfk9IzIOtOOxLtF7nGMb9a63PJn+8F99bxqLJyYmJiY+W0xj8cTExMTExEeOH/34Z1jWt5ddd8OxB4OjAGW43CmLYQ90w6qCZRk1eT1FQsU0l0uBSLjMU2Axzme8cH6N0mV9OEUdIhXODHNqgmXQoCqLJeNnasPqFIXV8zYsgxzc5VIg0esfwKJjPoUM5SKCeuxJF5Iu31Vw1HgxrNwGt2ScNQPpaJ1FopoplkG37XJxyEugo3MjesF1ddYslB4dNdIJFjccy0hffhIF40p97MWSwdaM0yyL477lvhjvXteTuSQK0gLbnndcr2wYiXTll0vBtr2l+UUawWM+y+JJJzqmuV4XusACupF+TPPu3QUiHLHsrmScfnpaM9Vh0nFbKNI4OgwsZ3fx06j7N0OK6P/VZZ2pgye+bbi+C5rF14Ia9EwjBef9fqRpuC78m+WyoA3GWHNN+vDrwhS1XcM4ahYLrTHrxZJDj4ANCV4MZYmUumDDUjGsdRn+u6Ro93Ut9PiZMdXxa33G52hZLKkoLItiH/VMi2NJ8hq8h/X9K9IJc8RjbGevRzbe1cEgr6bZtLgWYDBQlWInBrSgaVssObiZsS6vuaKEeQGtdP7woljKcJUjPUJvnG++KBbS5ZUUebqsRuc3L5YWuM7usVOaUqNeqJAGtbslXVRVLt+L0XkJ6NGrI8W6F0cZNUVVUtTrupY0vtGwVVZ2pvNiyWHMS8E+RBDaYtR/wENmYmjDsjpaMDLvG49DWQuNXTQkAnjo1w7GT9dkUF5XpfPuUvxhzBzbIGSw9VJwuUadZT7LXtaCdC0Y6Jh7G4KjC07GYTCIumU662V1MsaaaZonJTwzZ2lMjaI93Qw12faZ331ZjQyTIoAKUwyvK2szmwn84LKXRXAbwpvV8vNqZrgNz4y6woOToF3YGaa4YVmjw0KlfWZdCyq9dwhMGp2jL9fCbVCBBn3kaPzv7xx5Lxqfe7OGJfRxKYZ9cGAweWjLj20I59tSDMce+qIIvW9dLoY2zCXVmtb1dS14P7A7qTaUMI3LUnAfnRykYvG81o/OuGoKD/PNVWnd/vM//RkmJiYmJiY+V0xj8cTExMTExEeOn/38BWZvW7YXh4QIERHpl3wPLMWTt75IhfkYySswz9Ef43cinEYgaBIvnBul6UbUzLdpg1Cae7aGSWO9NVNBDela47JiG1410cyHiwgVGEVJSA/dFEpCkRQqgmrxmCTdAPpaP8v6xLU1+NgGF7RE0Qm6NFI1uA2agY//cxorhYdbEIHQeMaxU5GutcU/CmOlCAxxaC2naUEHT1qDOl+kayiqQaHDOAiU51traPKIkHrg51/8HGWYxyLCWnqP78Y0OcqjlzamKcVP8kHIx+jzWVlmmtK01ug7VQlpzmKqctnjRftJYNmvD9/I8BlC6KflmvFbNx7P8fhNQ827pOmHLxx24uUxXuLf9xfE50gvfPsubtBh61ZT2gv6dwIffmau8BKMqA4YsXIoSmGDAdAgw8Jt6ighClGUo7HMHWU8WsiH/3krW7vh4+2zdCvCAFOlc4CqQsJ+ryK0z0j43PNhlhARBB3XbNAWQcqnNY727GUPhtbAyAr0vqHzkUrW7VUEzemWNKi7Vmn+jtugpDcsANTjwsNhfiK93lR22KgrKs2Bhpo1sjX0u4DOHsDjrJMiJTOLCqgNUXO3G2VoOqnQOaL/MOi9pjT5N2oG9bHtmnS0uwb1YJgO5xygP0cq43ktRxKXhdlBROIZtAdIj0Zxc6EznqhAJLTBFV6H70zSudALiI9cJZ9rtBg5WMRzPh5tGp1L4vkSeI3cZCfLlI8p6/uqprkT57GqwsYzcctsLP0sTiLPiVXAxJmtpkkuO0bPakwjMA9jZWzIby3PAXWFHWOalqK1zYyiYRuQDMqiCh2dIQX0HgIA4k4kAyKS3rEUjXXuRaishgYzdrKwON+QI869GJ8+2olutgnJ4fT3QUoCdSODsgjonRGQx2/GufRYLz4U3aBgveaiADWhHaf1I1ato1K+AGDFgMEB+2d/8QUmJiYmJiY+V0xj8cTExMTExEeOP//TvyJv+HcirH0FgcoRLmSA5+eRHhHY7qydB3AalUx/G3UOS1FsQbtpu+9ENXZZLWkj3oJ87PUa9Ls+XDeMl1Mtafv2S5m3zyKV0nTjIsJvWD9RDQgSkDjKQdFbZVHcb5FaEEQBeL0YngP9djfPvv3uSVrS10XQxXuShvcU0cqXwsBDY/GFL1Ik2ofSWAlFyQDAVnbsg2bxetGkFye60cXT9anh5fmraQL1XdSA7Jffo6FEr47boInWUPGXf/UXlM9f/9WX+Ku/ev/hc9QrBvoYjHq/795l/d/L5U5ag3/rbz1RvsDrBVajzzFNhKp+bRoRzsc9j0OtjfSSLxemt+53WxdMfKz4rVuH/8b49Gr8ceP98wHar0SyJrCAPD/UPQ1EZJUQDd8JEgNrg1IaPzSzcOyKfaRcRckarSIU2SaClMZcaU9Vk8DmkZ1hVBfK59T35Wq4DXrNm+1QtihgWYWiEI/FkhZt1L9sLTOm9CqOTm8Nt/dntLZsLH55YSNNolaWhvvLqBsskKjI2ozasBlHEwL9vDG2q9aSdFJVwSwgTw0v73nfq63S3q3S8P7LrFU64ioFz19yWaJ8RXR9cjpn9T7nNtTVcB/GfFk1ze0Y7d4uC55fuH5xNgkanp8zvTuZkWQJMiLyGtZPv2F98C3R1l6ujc4Nm1uWmVicot2PtSQdbZFA/dsq9Q2Ah0gxO4i93KJORzDGWuE+3TRrZYixhrIhpSkAzbd9P9IZxVwpcrddKrb4XClH7AuAlxPddjK9PjU8v+d2JhKQJ1AaQR7/y5XH/G5b0rJeFyUt5mM56PNrE8bnqrWadOSBSgZ4uXo61x+VNZyv31n4+ZQsuxLbIC+PfMY2XBwvwzPiG6/rAFBcSXv5aJXW1td2Brs5Xp55/RBV1uTW8Mw83jvYqQZU1u0lnzTWa6F87rd7Wj9ixPmx7+nsbw4cGz9Xz+Hsj9ZQ69jvK+kYU2Ne/6XXk3WSnRze/c6CL4d1ctu+mj5/YmJiYmLiU8Y0Fk9MTExMTHzE+JM/+enDI/vtpbU1DnExk+A6DRyBgtqLodVGlzLx0qSsWXv4vh100+PFsIUozv3gqEM1Tbp9iPJcSQP3NYL07fvalD6bnegTH3yZVhbDPVzYj8ZRoEeZHqEN/VJsjHwu2O7xMqhhDCUTK4i3+L2kqDvHUU/RmN2p/d6OZOaZGrrtfOG2FGdtOADb3ih6Sr0kq3j/ODoVnOj/Vm6DiAORijygNaN8pYd3UZraDCMvtZng//0//0+U5hKo8tw9XRjFC+h4gQ+ALnwfNUppok5avHM9Q9YezhTYW6DjNvN0uRfTxDZ8tZrmxG8dv3HL63l0+gfMwOLfPAS8j6kiUU0Ex6BO7fp12YbINxHU6BmkSkZoiJJjDtCj1sb7+L6Ox+hBYAzxMnMkQg2wdKWKwU7b+QYXPTcQj3lCqa1yojMbzcxx7wTwiL4c66OIK6gIG7xjFO8ZWss6lVESQUSCJaylZzHq+0aGi54Pf47nnA9ljfmEcxfQox+PwVntm+xpZxrFsZ1xHIJd7JERq9PuO3JfKI9NNIwBPSJzpOROig6pNjjVKD47Y34depK3AutxpHxNhVSW63Gk8fNizOsjihhK2Z/PMarUELWPY9S+iCMw3aeIfS0LYKnjQ9kFG82T3DfujmM4t9Q9D4SbkZG5HhzlD2QK4qPZ125XLbhcvP77K14hHmfmGNXMus/RIA686l0P+rl7npPuRu8RZ/1lyvM2SXG/Pq6j441KZiuI+YYo4i4JE9/vChuLt3yCjDTstR6JwaYz3AxzstaslR6ch/oa+NXPloaCzjSK3Qz3odO2E7Hj4gXH9mYI3u9H2hTKouRYe9zzu4vFNebIaSSI1NeDHZFvtwM//fHP8Xf+3u+m305MTExMTHzqmMbiiYmJiYmJjxh/8C9+gOvKGq7uhnV9e/m+XjwZx8z0oR/2SPMUI1W6lu1opFpWTzRgtfKl4RLo69Q06bN6UZR1NLwyxe5r/ZYhzbJ4ioxyE7SB1nO9nEXbMOXv5VLSBWXD66XRW1nJULiD6KNLEewjLbXJibavYB00vrwo9i1S0RnKMH7LariH6BEtjgXcznvUMHYnqshuVA3RD8E+uyz+uFB+Q7wE7tTLb/NEVdBCB5or6WG7G+I9jvmCMnCTLqvhHjWpVYkq/eX+Bc1R4JUu+u3z09Mla1ur0gXa5bKSrlp3POALtXV1KutsTpZilGZdS9LDjmmu1xXPITqjz6+3NO/eXRHR9Z7f0py1c2LiFNMw/FHgei1Bh9ED1eaDAWK4R49OIv13kebTsIz6tabJgLEUxagfUIpik5wPawIr6h6dcYSMDMviKfpNPehNrorjCFT8YH1TL4Zl0Hw8c5JaFkcN7WxBE2FZC8k4eDEInjnN4tROd0VNfcrGFHdDWYORzSzo6bJWLoAHhfPQ7y44hrOFCJJMhy+KY6CjNVMcwUhTinPZbghKI51lY6hy3Jdf8x4jRosrjqClGjWe7UR+AQoaMHMwFboINBppiuHYBupxywwpfX6xvnQLmrtlLdiGffdsPJfitH+ftcFcT/S4o5k5j1UJczDqji+LPoyir+0UjsZEP8ONOZsrSkjTjXejLq+hlNinjm0bz9veaabHvANDipvDl8AW0yo9f6UY9mEtEABVa2hnYeaVE1rsy3Wh6HszhSM+w+zAqZqps0tR1igOZ8XeLsVO7x7WqYEHaHAK8WLwYY3pRA/MwtS13AeHGc2OB5eL41nGsqPUSF8vxghbtfx8lsXp+TSTRPuvtiTt7zXKoyiv0+uyoO7kGQQN7bxeV2hw6tUwntfrSgw3Xjz6ImC9XMhh00wfmtdviNH3pZw9n04MC309i+3kaOxysbT3LGvh8bw6ecmoCWu7A7g+rXgeIsNVFEsYh8v1gtvIpiCKNeTzL/7ZH+Ef/3f/LSYmJiYmJj43TGPxxMTExMTER4w/+u5PUJZxu25JI9VcH8antzQirMdmJliCrmqNGnkCuqAxk2RshIIuetz14ek+lt4vOF5RFk0e7KLcBnc7ibhp8KHtZkL5vt570B2mctlyxtKn3E5VpMtbIGrKCiLrmAqnKUVTVJgp2KC8GOIFpajQGJcgstWvpwU6Gq9DG3pADNMuxvHUs74IadwlGdJFFD4YlL0YJERWiBl8MP7bYvBoGDl20qF7uf011vUt0likoTWh77pjxJjmNTKL58WYJl6evrZhTFOKnUT3cj7d2CFfmyY6S4hIKmv8/NoOrrOGNO0kuus3ha+JYv3WIY/Bb2NUvgpztH7zUIsat0g6kQg6kZENAu1Eo1J4D+sSrid79ZjGBCUY3Sw4W5kLljUaV4QiX6NDT8+b9w0RSWlaq5SPJN12IK2lxvmISqI/1lCWmsLBhomYj1puQ9cgDf11akRtw+dubOU0eESxDvUL2rhNK0dMSzdmfviNSo7WU2WN5zPNURPKB5KNKyoCjOcfCOXby1ccQdc49pcoQvRg1io9Ks//OC+6XnLuYz6TaDJ+uikwppHsUGHOusZxngCAmELGjpZspBRhY5SIch/3bzmaPOgj9+DfGHEezqGi8HDr5ipoQQc6ziUtCqeykcbTXUa/Eahm45hq42fYNM1/VGYsUhGUUUMZr2M6rheGsSiRXD8zJUdC0XbSBqazxlk+HqJwpaZnxFSTs4sHa6erMbPAWb+jcjSsahjPfpYnLXczHIUfmqQn7fZwZPxQdHi/e9VDHtYhBTneAA8Hnn00wDcsaxxzozE31TQvmrI0kblSfUQAuAZtbaC0Mc2Z8Z+1mPv6ceIgcBKRT5+DhIvirCwhbW1TxXIZztINUM2MQGUZnCVE4IWdQswVPvSpKOh9FAC++x/+FP8Y01g8MTExMfH5YRqLJyYmJiYmPmL80R/9BM+jptVJhI6Ik16se6ZrFlSinV5XSxfX+6GkB7VeMy21bULRU+/elaQrHG1N5idpAi+1aNRhbm+0bR++KqRdF7UK+68ML0NflEVwv3Oa42A94vVqeAn6hZHB+frO8RI0yu7WSCNNv1NOtM4YT9bIc7/XuVNyfshHGutNf4iUHTNyPL8fxxyITGr1orgP+nFd/zH0xQrcx3ZeDS8hje2NaPeuqngOfYr7zoysJtQGoOHHP/o+zYttf4+//usvh3bmuW0GSnNm5BWp+Ou/HvV/F9J4Azrl3pdfvumWvXt3xZdfcoTa/c6RxH/rbz3hr/+a9YljRLLId6h+Z+1QVUrz+t/G/ortVBUAzCiQcGqxzNSkf3PImdzjtxafhOn8jJ934teK5/c3MEXskrVVWyPjSm2NoruA9sjnDU9YOOrphNXiAt5rSmHNSqBH9I0RYOvFWV8X3Xh3H38nC503gIeTEa1nJWmOxgfEFNQGAA8N+8EYpYXLEkCj481ToXzMBcfO+V6uhXQ/eyRjiMReK7aBRra1hnuQp+h5s4Hj5Tk4FJmQoUl1ScwSDcz629OEPkXYz7HQPBAV1CDAemmcjxfD9pKZL8boxqgD+uF3o27wseDlxm2IjDECpDZEmm59J3gO2qAsjAGockRfd+YLY/6O586Z89f1utA5al92isAFckTreqnpPBsj61tDeh7NNFFhJ51UNOJqFxFaC0T6uVnHNHrhMRdFJKl/UtC52F0SHfT1Ukiju1bNEjNFqH8usMSaInhIrXz4ouAlPue9oh/+qQo83040sYcH4J3l5xyB4f2qztq9BnLcALpu9tinZVdsoZ2XlVl5lvVIWtFlUeqL1vJ5UZXP9ldZ0ryo9aBt9/pOcHsZ539+hvU7K+kYv7I3jXh6t1JZ7ltiwbleuU+P4yB2HaC/443zv7WGe3iGvRj28NxEDXEVpu3vczvI7zR2qDh7ziOttL5bab2IdOUA8PS00rO2l/zeul5ZT72unvSazYOjVmtpLUCgnVaRlE8Db3V/9O9/iImJiYmJic8R01g8MTExMTHxEeNPf/gz+lyKp0uB7c4GIi8l6fbGizQzxRZ0/Y6YJoa/4NU4+/b9qfZfuFgL9yWPSwH+XTd0Dm1ww77tlFeisnbDccS+iG2wLvg7IF4k64nG4R4Znk/aGdvVoo7ZiZXprC/i7zrFIXu4x/rEz2qZVnnbatDNM7QgpHYPGsYQR+yLozpHuOqCc/PZOC88pGn4//z/WJ/4d37nSpdtdtKG+/0IEU6K1jjNy0tMI8l29vKypUipmOZ24zSt5XwyjWxLafLnelI//t2+t9TOjF+FIXji08c3mwOt1V8wjyZ+FYjGjFrbKXVDTYb8r/7cHYMGw+aJaGvWvc/1i0wdsb69ZL7+rtEpCUj72DfSdq+/wH8h5sNbRDKhxirH/RPI5RwnuqQ9qngwqLUzFxD+rhvo43g6/eyoUbThUafhZ/VoiVI6KuHW1lCpc3JntAfbxCv27UhtdauoddD93Goar9aUnAm3fU/9agbq2OM4Uj+/sXy8tvM46Qvun6PyPtcOZNmQMHf2vaUlr4ENO/uWRZQF+ijgq9JIKOs4YbgRtMFZ49iyTqoIiIWn7gfTAgOAOI3FcTQ2QrcKgdFZqzUN7WwpKj16de1bHgU1A7ZxzPNZwlxJ33U/WS8itfceefcBiDIVdFLXOH1guC7t5DmP9Y3vNL1sofHb7nt+ylXpAe10ycFxxOyhV93R6ZI5jQZ5gKzp3JIBNK7lvarxO/7cmZtOHr4B8Z0QeI3qf2vDdsuGfzM2Fm/blsoyZwr//ozEuWNhXlSEqd3HZmh/bbzGRUNx/yFXZ7vnNaZTo7+1/3bSF6UUejeMzhTAQ3ZmcEDpfRHzMXKu+uEPfprrPDExMTEx8RlgGosnJiYmJiY+YrTGFGRPTyVF/AmEqNbWlfXvRKVfRAWtWi+jXppmbVhTonk7j+pslGZZPXl+iwhRba4Xx+0WX9YVPvD0Xa6Ol3SxV4kKbl1KiriqtZGerbvBB+pjEUFNfaHwga5TTVC3eDEkREnpxbDve0iD1BfxEkcC3WTXYY5pmNrycil4CQZvVS6r90W8RaxEfViWQpRukH5pPka+mRfKV1UADXpkxVGGi50e+cMld6rGMXK8Jio9M6Xv3r27UPRvLz+muabLtK57+Jbmer0ko7OqUFTP5bKEyBp5GNfG54h1N1U1ReyXoM3ZNQazfviY5izy2V3Dc37B12Lajf+L8cub32fnf9uh3kh/VaRC4sU/Rv6MfvEf/Y6iHmWXWxg/5725OHD4W1mdCSPQrRajyLZSBC3oLXhhR6BldRzHiVNW0Id1D+urNLrsd+/RXCPisxbX5H6wCWcQN8i4H5l2OgxqA+9rXgwSzillcdo3Iu3sa5ptMDp40RTR6ouR7Ia5ZgpbZcO8qnba5AHsDtaNNuO5BQCq1MDWoZDhnKcqsGAwc1eiXDUVnoAASgEGezJcgSCni2VRjAGjqoLAlo6yGPbB6GImifLXrJBBzVQ7zXTE0M2uCtfQF4HO3V2xB7kRBKe7UpzLtiwTsoSzsquihoYua8F9OH+paqKOj1q0qvKQHHmDWdAANj7zAn28RoOaqaS+iJTX5gbzYUAFsBDpWYrRc931pDnb9VIwDoS5ogXq8fXCbEOdAj70+8LRnxbOxUB//sY1RV0TzXmP7h3GxjTNr9Y4FttO1h0BszuUwoZgOenj5eJodUyD9AwvK7MNqQHLEo2oTgbIeG4H+hq8D/3lJijO+Wh8jsyyfIGyU6IXhY97ggBNhJ6jZeFxEOk03SP6+wc4TVgLLlfHbdCuVtFEI14WPvd2qv1AKR3mjurJM+JspC9u2EMacaZdL+uCQgwagFR+RtZroX1WVGDGz9r1qQADkdARtYkmJiYmJiY+E0xj8cTExMTExEeKH/7nv3xcBI1ae4bLcFfatYf5dyqCddBaMlO61AYA0UbGqTPtYYAN1V446qGXpXRBUoqlCzlASFPZzdCWgR4NAFrrUcCvdVYJOsyC1g7QNxo01USSIVGCsVEtU51BuJ3mgkODsViFNMH6pWzIRkKapNl43u8tGFG7gwBrR4+fG/qFzXhXpCZYBoN3D5IKY6WCZdDpUhVURAOuUxvMFTXcNosayiAJ5ibYgzHjX//hP8Of/+jPP3xeFsf1ypf8qkrfLUtJY9MNCm9pSjH6zWtkhvvbd+6ayoqIZZ/NnZjm7Bkx4/qU4sl4YJbbGZ+jnOaXPaJPI+a3EmfRWhO/VpSiGJ83NcFyCfq1Qdd13+8pQjNqMCqAMizuXeM27rusCWwqkGBscRW0IW9TPdHHFLTBeND1MeN6rzAdDVg5TadcHS0KmtqVrcWAjxrKrUeMRn3YqC0pHvZ4U5RR1161G5XHdrqSzqZ51kd2V7RhPxRVeDT+FIHoODZZc1RFUIc6qhm1oTc9sGEoYMG4KAcbSAUNRYb9pwES9H5FWtAcFUg8y5iS9qaaoqxxP3KUZTQuZo3nrhvMxv7UF5p1jU/7i3QbBCVoa8c4cBWk+rTaaNxVuc4iAo3GbFeU4byjKlhCp7oZKUKY8m+AhwFQ2LEs6SybQ21w4pSTPtVA/32SJp75RfIc/CAw/Pob52dNgIdGODti+DqcDwHgEtaLYqQYrioo4Tnq7R5pi/NY9fPz8IzgTLsXZBSMa8ErSANYJOnKprOwIhny0QQjdbaFfEQAD1HfZkr5iEiaF93APK4FkrSFzcM7k+T5ZWY4bDDSS0v682bsHKGS13sJYuSiuc4SzvsWzvuAQApTqvfnaEzR51t0yl2C1vGyRkdUIzaU+E4F9Dl4BMNvSmNChl9VwRrKEhN26hF5OEyMifi9QE2xhGfiJz/6Of7u3/9dTExMTExMfE6YxuKJiYmJiYmPFP/i936QNHDbUYlOa70abs9swNoLUzE+PZWkN2c3juF5urIeXmv9InS8w3uShXTFXiXrRPiC7jnoE7cWohgUpD3WI3G47V17+C2Nu6So5lobbs+jPpkmiulSDtZquxheznTrhv7qemDc76ocOfX0LveXWKNLqSeJafptOd+vrmlsUiiQLtSnamf9hdBfihD4jFqB26BHvKyWdMSaKPXFRQS3SE/ujfSRL1dLY/7d734Xf/GXP/nw+W/9rXf44gvW/40GWjOhNLU2iCBooWnKJyKmMbMULacKSrMsBfd7pJ274osv3nSNr9c16VMex0HfnUVHx7x/53eeUhti9KDqOwD5YvRr8akZDadte+JXgt/8RHr+8kYGBoEkxoDWOJKroSZnqqjti6cFt6D3mJhxn1inN0ZbAUALUYAxagvo0Wcj+8W6etKsdFNyBmpoWctU+OIdTU72tfATSNI+bo0juVQk9U80nF/fFdLQVN0zlbCAzgrmmU57uTANae8vzmdtBfehD1stuAXJj+xUVNI5TqUGB76siYrKdMftuuA57C37frDT2tOV8zlj24bg+cu3vujTM0f7vtzGqMnMqrFeQ38Vf1D6vqEsjm3UkL140lm2YkRze7kueHk+0Q0eo/4EJ2c0ofOXPAk9I0Af87G/RC6cRrrReZxhT++U6iMn1PLXp4XG2NyxVzbmrVclDdTT+XVhndlaG/Uf8IhuH89krWALZxd1pq9WKbhHPfVIN/wkuEVd6hPnPdIWfo2Epmd2DWlyPtegM37GnrBenOpTDkvyOlaMNIrXteF+y/NrNC6264LtFjWKOaJbQhuA1/P7cDa+sv4wANRaWYv5aaFnBPJKbz9GqwqdIVUERzjgPz1FHePMbHS5LhTpvO9HYrlZ1wX3oe1HLSfvTE5U5q1JemcyN17vRdIaB7aT4+kp92lkhnp6d8na7QczLMQ0cW0AgMsTr6fmmtam9crvs2UxWtsBYLksuA37Ya2V9MEB4F/+8+/iH/3Tf4CJiYmJiYnPCdNYPDExMTEx8ZHi3/7rP00XfffbQZfNBkOkboyaZeGOAwASbXA9GumEiQBHNDYerDenJmhHI8/+fQ9UaA+j5fjddjtIwy/SXJ6lUTWihQOA28vO9RGjugBZm+pMwzNrvGXDQ6SjrPVEq/YASPOwVvZKV0GNenwH91e/NAv1u9fUzj2Ium1B21dVU19sG5fdtb64P7aDIyxgBQgXKEeS8pKgLdnwk5/+hPUMa0t9GCflvldK86b31oY0O6Xpl2ZhXty2kEZS2c/PW/oup7nTd619kzRnZeUL61x2doT4teGX517+G2Jagic+X9S9AUOkZzuOrAssQE1KvCGfqC3cGq2nUgEJaVrQwa37yX5UeW+uBxLDSNeHHfRY65HSVAFpttatnq5PY9uP40gOTXHrrS3XGUFDttYTGeiQT2tM/n1UgUY68MrRmG3PVtTWeH88zvq0ffX+DfToaMrnaKlPEZzPjuNIusY4djLQHrukfQLg/qm1Zo3YMP+Oo2IPRiQJNK5HrWTwlqOS00NPxDq9e9vzvGi8l+33mnSoNaTZtuOEYYSfk33P8xRaKM1RW5o7QO4vGr9G/6+naUF/tWWd6hYI6Pd97159AyLt875VtLRHKtpwttu2I60PIrGs3EhXdvA40yvv0ZfDGe1kLkeHvjhHPxhYxzStUsKu5RufNT6rn7UBAD2z9/uRzsZWFONP6+1IWt8uQmN+v+0pjZpiGxas7Z6fR3Ols+aZjrcKO1WcPQ8iGn7Hc6C29rVOf33+x2853/stUyRLiEq/3fbEQa9maINh9X7bUztNDcdgrN5O0izGzqhn+tbRyanPwWEuHe2hjf72m/hete9HDKTvPjLj/NoqWhj0qLl+vz30rccgdPa5wO22oYV3pn/zr743jcUTExMTE58dprF4YmJiYmLiI8WPf/QlijN1YjQyqStp3ZWipJ0G9JfikW5uOfGghoDoAqM2GQCgcVTPdS14ucUoYoEN+VwuHPXzWtZY566TGG+pKmmELYti34bLN+mXniOtoLlBbYwwkhQNo6ZQZYrneJFmxn3qRVNUs6qE+lm6nBHhvuhazUF7WBpsaMPl6nh5jpcaQmnWi6VLKFHu07JYiiyO/V4WSxfLokwD6q7YBs3nNwMu6DtTvvDKVMxGlOHrmvvCTCnNNUS797I4zVkkrzvTkz89XVKd3TWlOaOYLkNw7/W6JA1q1fDcrI6Xl0grztFyy+JU9lmfnmlqTgz4NdrSP3p8m9v+EcELXzarIlH+dmaEt8/9YjxSGzODgDlove97VNQRbrBBm9ZLiDZEp8/dZfwsKQLLCxuV3Axb1Lh10D6qQccR6OvVJqOusZJmfc+bowftTMs3GAZ6PlGbU9hhzh027FEigARLioc0errvO+v9umZpAlfSQ+40y5ymuJDjnSlLRgC93+sQJSma66zGDnKCxmGxAEqI+hZVOuu9/pL2F1UgaaKCjSRh/ASZztqKQofJoqrkPNHbyc5cZpqMNstqNL/MFDXMi352Gp41y3OnXAzbbTyr8DnuQ33G8TM+WwGvzousDxvzQYhEdVOijgeAqkxTX9yxEw01koRMCc+xGs91oEdrJ6e6YJguq6MN56uuOZ01d++kp5vTxPcJVdCZFjjpUwla5JD+7hL0ozXk0yOQQWmic6cYe7p5Mdh9pILuFOXUzuKoO59ho8fJshYcxO2NRGW/rgXtGKJew7sO0CPnx0hiEYMFR4xlKRT9bGYnFNxKUcFqdqKNLunZis+EKhuv3Q3mkbEmjueCjRxCBeqVz7BXQ20jO0GDCU/m9WKoA5uDtIrQFbhcWMfYHFjX2O8c3esmWJc8ftSnCoRtFVY4At+8wUpY07ykPo2ayWr8/vVn//kvMTExMTEx8blhGosnJiYmJiY+Unz5csN6HTVwmS4ZACAgfeJSNF2WiADrcBlRlqwrLEH3qRQjo0RDQ5PGeraFNagaGhQKG/XdTLGQlpWgodEJxFRIf6tHM0TjrHLZKom2Toz7Ql3okgjoF1nUzhMdWhHBMmhXuWvSuhMBaWCVkpWaVQXrJfRphADr0HZ3o8uS1oUcKY0pa1J/GCgfDQyG9RIKknAh5Y5lSKOKLm4X2lmGi5kejcJN+Hf//vfx/R98b2in4+mJNYPNhL5bV4dZNihzmqzt657TxAt9M8XT02jIz/Xpms/c72OaVy1k0rIO9YuGjbM0Z4bgXr+VPse57B4v/Cc+JsR5+dtGjnU7TTTxK0RfGkaK/Ia1hHmhShGZ7/cd8XI+aU+KYFnHfAU1UNqqgXRdTYWcoF7TjPmYoW+SlEZojVNTLBY1ZYGig5ZpU0RZUHMlRzJVpTPHa1l+KH2OafreP/7GsF6CMU/ZYGQWtSZ7+C/pi7qSPqYI0GIbTLEMmqhdKzo48ZiijecQkwdDx5DGLTGKJG1aAVmQrTWUaMAVhWCssyZtTjWFDobDrt8ctDkhZAgTNdJ4Bh6Gcco3a3xCKumZqnJ/PXLi+jmnEc26wW6GZWFDsGjUMnWKwjUXqC4pzdiKrg8b8nE2UvZzZXTWEByjUVcl9akGbWE1pzMj0MeCjJ+qWC9c59ZDTd/yKXmMmwdqdhfSTRX0ecltMCxBm3YJ87Q/E0GvOTyP7krn2lMNWReyvYqerGkGHMOLSdTW7uVHOmF2+nttB/W7CC7xmQhLsLmlfhccoLXbT56t4Dh5toYsId9SDK0Ov1HFsoQ0S9C6V8HlQod1uBu8vB203QTgJFABNmOHgDU+12Z0thQxrEGHXczI8UH15LmxKBmTn5t4Ho57iwAPvffR2K9YKvdpWZz6vSyK1nhdjmUnbeb0jgRYcZob/Z035OOObXiW+lzOa9Ho+PDXf/2MiYmJiYmJzw3TWDwxMTExMfGR4ic//pK8nK9ayAu7NUARtLZ0IX2p2h66r0O+oqxB1aV0w4WUgcoSybaGns/oIZ+1yURAGk+n2oqtUVRuKYZty1rNYzR0j+QN2mQb055dLoXqBwBb1L67Bk0xALegESnXQlHWrWVqNBGn/qo5CAiiaxo/QEK/K+uDnWgO9nw4IiTR3cWxccvR26pE010WwxG07+qh2IbxOotK/96f/Cf88Ic/+PD56emK9+/5AuV+N4rOFrniyy85TTSamiGliTATShOjeIEeaRzT9DqwcYPLyh2vapQmRm285jmmKcWTbhzAac7maR/PFX9zsCFl4nPEb398z56zbxue3z9zHwjScwxh41Q9WGO21YZb0GdVFP7upJs17Dd2sgdcxZOucXSMWhZee3wx3N8HjdSgC9ouJbFC+MI6lyta0vJNurNhH+vfCRlbRJWiyoBHBDeEfhPzabUGbdqV9tXushbPKmvSnI4QZZ3LV2kJSoNGerrummiflyJ4ef/GiFGK434LDBnFKPJzqY5b0Fr14tiGSNQLWtIOFeUzlwiSdqgWPvSIImncqoDmYu93nrutNo4q1QtuYxrp0iU0NrryGJ/Nd9Vw1hS0xgkvYjyXTbCHM8/l4jQPyqEnuq5Gc3epNZ15+hmVzOu43+K5o4IUMiTPU1XBMfT7VfN5NGq/WjwjAok9SEVo7giA/WgU4X6B8hkfSEwz1xD5qcL1BR5sOLQWKY7wUFxWTuO707kSyBG35fDEXBTPU62V9B5QQjQ7ZElriCmzJYgiPfsaIr9V8npVK1OUi/A8FfQ8aJuQJZ3fj+OgveTpSemdY1Mh2meg9+moZ70fR5LUWS9CWu2+15zmKrgNfVhrpUhxAJA19Dtqfv+KckLSkga2mhJLhijS2ER6aDVeQ7ofZ3hfVaQ986gbGYdXyXrb214pel2enNZP0R1HVSrrqkYa5j/50VfLTExMTExMTHyKmMbiiYmJiYmJjxA//M8/SxdUNWiwiZxpnza64DDrF4VR42xM4w8DLutdVSorXcCga4iN+RRz3JN+LOvYLWoIbJlZe/jkAvbldtCFmagmCr8a+kuQNcNqPegysqGly68edCBDmkgXmC/mj8b9LnKSZuc+7VG6HEm13VkP0l3Thef9HvPR3q4xzW3n8RNJ/X7f6kmd95DGOXpWgD2k+clPfpqMEF/3ubWvT3Mcv1jL7u03jbUVw0UTAGwb6y++GXnbkGanNF0Lmcu+3e703bJk48vLyz3kk9vw/Hyj72o9T/PLGYt/CcyI008fcwx/44jU0O3YUMP+B6mogfI0UkFHQ+Jxsq7EaLm6VyqrSXZu2bfgmHWy5ioOHAN1rxxI+7yoUmTqvte0J2HnNdbu2SmsR7gOPzmyvq5GzeKwrwKANG5p1BH+8P3Y9MYaz11XOJ4NGo4s80k49oZj2EiPR52p3NLQhrbvR2MjCoBDQA5xtR5ZYsRA/b7tlalyAUgF0VDf71nv1yToBp9oTmttZODbtwNbYLEpFrSY9zx+3eD4lqglDeX+33iMw/nq8W/2Rcnn3MTl0kCOBn2Ywtg0jvbdtnaq/ToKbh9bSxq3AgOGc9BxPyj6sSdiGvF9y5rA/RD/9uURD2noTANjnx57TXVW53YdFYkBBuDvam1JV/xUo3vM98TJAo01zfcsmo3WqEtxP3nQ+nl9SLMd2UHVBG2wLW7bkfY+VfZs3e/nGsXjfN/uuU/hhjZ02HaiEyzCDjDHwTrnDTnitgLk6NCLsPBMKEYGilqRmIHEC8TZWSNC1VDx1ob7Fnu0G035LLxBoo5xiKS/v2yooTMWM+yD8+n2ck+64laMjNX325bWYXcnuZf7bU+63W7adcE/1HknWmw8HKnHPejYw9pYWx8/+orfiV6fTdK7r/z+9fK84S9++tf43/yd38HExMTExMTngmksnpiYmJiY+AjxL//gP8OSbqnCBorIy8Xx8j5EwrRGumNdAzdHNnKaguf3MSKqkf7VenXU9/migbSHF0802bXVx2VEhxeBjRcWImiVo3DdWUeuU1PGCwXWo9NweQB0xs0xn254DRfYytpkpWhqg4rAh5CMZfGkXWuqcH+jgFsvRh79PR/DOKSXi+M5RlYJj816KWgpH4Q0ni5TxIQIIcvq2MPtoUoj+sDigiNMg4adDBV/9sPv4X/+//5PVN9aK1Fsl2L0+SwC153TdONsjkQb0yxLwT1EPsc0UQPttfwxzfW6PoyxvzifX6yFzGlay9HRY5qnpxVH6Hd3RWtjfZYU3RQpuic+LnzLg2on8NB5bfxZJBiQYaRFe9SGqOtqFik0G+nDqgqi95QoMyOcMXZE/flIWfz6HUWLmiatTisGHfZNdYMFI9NSCtpgPLNi0GBYKYtj9FgyN2g4miyFnXTMjHSEgb5Hj3rDpgbVKFvBRi5VDTqq3WCMwWhjJxq30cpkJjCi08WJAann/uGzAiJxfS+UT4+UjXqxhn3QBDZX1JopzJmNQ6HWQhonI4m5wvYTXdDhTGPmSWd5WaPeb54r3fGQNYE10Gt7mKvqAon61kETuOsGB/pccKiz2ZLqHBkQona1yKujxVB2Kdjv3IZ4ZbYsTv2uzhTrQJfaIOreEw3s9cJMQGpG9XvN5/Y1+sNlKdjIWVLSGcKL0vh1SvBIF80Gtq7pHPWaGz1/Ilm7NxpI3c6eLWZBcddEp61hnVuLoRJDDZD0h5egUSwS2dEfzwTPg1i/y8Xx8sztlKRjbByJKpLW83UtFLkroilNWZ20oUUtpena0OMzWuDlGurMjinrmt9VIt23u6KEdokF/egisHuUA4jrldNzA8njt6yGfR/P8DWty8vFkyyLBb30y9XwTAwYNWlgX64Fz1/mc/6I9boSC4ScpblciGlA1GCBHv33/9l38Q//yX+DiYmJiYmJzwXTWDwxMTExMfER4o//6C+xriGysB2kI+dFsV7fDJStAdIqVjJ+Gl9mSr+gGV+I3QSXSzwSHKSB68YaUGfGElWQ3m6klHz9rgwadmZyctnKenlqQpdTj9amNBYuJcVY281dIelCXVOaeNna9a+43yMFq2o3EL+iFI4MAABBJW1FXzTHjjZul7tSv79Gdaw+XiJHfcEH753zZfQadOTiBa1aI33iM03eL97/Fa7Xr9fbfXq6DJ/PDcFjmk7rGNMYpVkWhwcHiljWupZ0adT1iDlNpqrO+WQ94qiFXPD0FIwvKlTHrpccxOYA0uJzz2nipfJvHR9ZdT5ZnNDK/41x+vs5QL9pdB1aNhz2df8Nr5IFr7h/eSe6WAAo73gXUGENRhGBtLjOKO2jKgLVbAgetVZVFS3sSV3bfhk+S9JPcDfgIvw5GGisONbhd+6KqI/sRck4ZWa4rCEfV4w2EnVN2rndADkYcSxrrapypKCYoEQt2CTdoEn7sjWmhxWRkzRskBQFfOHfSIwKVB6bbrgL4+dGmqiqkgwrXgyj3KmpPnRBh+/cMEhX9zE/yQdkvNagA9336NGBsWvBRgOS4BjSiGW9WFNF9dEgmcfYlCMtxRzLGiKmLegGe9bTTTqqoU8BoNWNqGi7jnFIY8E5w7L+MDxq+RrVWeRk/CzrBkvSWjWMJXW92GioU1pnTAW6xrOSUflqWafXVHAoG1rjc6PayKBsmjVjo4OgqKZnVKLus2jSmY2Oom5Zo7iBo8ztpF2tgcY46jUDAhHQ2dEsj19ZwjwojmVcZ071dI12ZzvRwS0rv1Oc6vIWIwOtqmK9Bq1jaziGc7S54l3cX1TorG0aNd/7ujsalNUUa3hHFGOHDlV+3wK6Q0cbHG4k6csDIhbGOK891QporzXDssZ2WXCgMqyXwI6wOI1xcUO78DvPGsaiLBZoxLt0zIg/+u6f4R9iYmJiYmLi88E0Fk9MTExMTHyE+N73fsbaV4JE6dV1coN2bTSGSqPIhU6LG4yhwjpuPQKBvdFrM9xHHbclG/eOZhTdUBbHduf67LtT5NC6eoiIyAbI6JkPPPTEhouK9eInepHsHX+9etJ6M92JYux6LUnP2ZXpF7t29KALXR+60HRZt5DmWH3w+WlK81bn1hOGaLCS5wG38qG3xpEwkcYbwhEs5popU2G4vXDEQaQt/eKLL0hv93pd8Bx0yWqtFLn79LTi/Xv28N/3ncb0XOd4o4jbM53j240N0apZ5zhqOp9pIcdL5TMt5NcLxV+Uptb6MAzwxeUvr5f8G6Kh/mUQeXE/Z/wqDLwTnx2ev3wmw5wI8BLWuaNyxFM7DrQQHfoSNYslax+np01X/l0U2AT6mj+kUVPsgeZWrgtFxlnRoMUKXK5CabxU0skFgLWBdI3LGiMdgaUWKn+pLZ0hfHEyRK040Rv1KPGw4J50L5mbesWadHpbYz7rBkn60dHYj5N8jlopSrihpDGt+xHs62H8TjyzRC9cliCleRLFbRgbNeA4eLZcnniM3feTM2BMY8kJTGTFNjB7+OFZi3kNurO1YN94Lvv/n72/bbZtuc7DsGeM0d1zrrXPBQgCNEmZpKUklkRFsWQ6MWW6ZIqWSDmVuGJX4lQqfyCf8mfyLb8glS9W5YNiVV7sVDmWGFsi+E6T4BtAgHjlBS7OPXuvtebs7nzotffqMUbfew4ugXvOuein6qDunhir32d3zx49nicG5O53CVHp67b8q3JWVUDtP4HmzCtGl+XB6c4yau2dluSZR1AVpS6x1wSuVe/vhjalqIsgRIzT2ejXlqqYdprGbaejSo2mvs/rYLS02x7QRvIusBrm1UTFHw76XRpd9FsXo2EeWdGlA01+o9+35iwuerWxwOg9spXVCUGw9VT6ALazHQf2oqFnjrH1IPJa2kykaIqJfTruFSQ/VnLW42AlVmPukUpbOxcXt4dve8X+Yq3VMW4s5/2cMdLttlTQfAg4de+obF7rOC1BaQnvwY+D5RhVH4c9m4jgKxvBuR8HWUVHA83Rqr4JS8Z2tuMgqj4utbr5gJgMlX9S8x7Q5r7+UvFq5rRmREqyh5hdOoWgGCeI2bFzFegt8Bf/6GuYmJiYmJj4JGE6iycmJiYmJt5AfPnL76H/Nk7Ja6iezrv6OA5BsBsv4emkdYVJAqo5/DmdtL4tE3vN4AejY0iMbATP8oPWA04D7eF2gNQfqBF2c8i9l6x0AMmzcDraZWDgIDVotJP6mdV1q0U7mJsutMk76/LQ9UCyL9Ju9ImZ2elh7bkYB2Vr0/6W/X4pqswijIsZB5dzVoem7RBVl9nqSwcmFOMUOJ+0bmIIjGy05b797ffUOKyV3Lh88eKkDvNHNvtutdbqwMY6oV+uczyysXgVLeScfXmcJqjR6aSnCwy9/ls2esnkbPZ9N9Sr/vBu4g3DD5GvfGKMtlZ0zo6cHYMCALdOujXIHObn7OUcTCAv9lzQT09UayMN6VAy1B6Ca3Xrwl6UZCpq9mttzlXpzlL26RRjw2b9A646qr3+qfkN0LRzi7Lx6XDWToG8ZzdXi5DSSA25IJs2hXEO1VKcbvDVrLOpzqaiKg3nWKq7iFVKUYzW5QO0fG1etu522ilF12GkuUxV73vyXp2GK4pmeLGXCh7L0w/VUrIlT0ElnfS+Z9fHAXocbJfi9lgipPKiS/aR4KJ1cPehjW7Dfc++TU2EZM5ex5iEnc6y1zrWbViqjm6vAxuvpd3+R43LkY3pwFq0nu7jnlrd6TJ7W/ut8Jh234LbVlCtDDsEtdy+IbZLdtrHqPr9a3tUk05krQl8yo7NpUUW9+XZfd8E3aaXy8AmEmo3preL1x+20bR5z35cMqn3v2Stq1zR5mo9DoyOcQUANnOP0YYu13fdjgP1jTHoY0Nln2t1z5gCSrlJrJSrM7dfY6iS+qa4XAoAOxCKusB8Ofnx1CLML8qm12sG2uXWfLlV7Hza3Dy2HPSlYvvNCgCSAvJ2y+t82lEMs1WMQckVXU5e4z3GgEt3iWk7byjVpiPKef3nf/YXmJiYmJiY+CRhOosnJiYmJibeQOyXC6TTNlxiQN7NUWGtSsdtSaIoyK7uUaUDtiT9kdsiGXQ6jRJYU3NlG/EaWNFV2ujN9kxAPaWdkPt4h6FWbBGvlir6qg95RQg+qhmstaZiZBf9xEYPOCVx0Q5MWlstLQHb2Z4qsdZzNppyj4W22sPnkz+I7tt9XQUnc+BCVJUO37IKqrFhqegZLJdVUKzOMQPSGS2JUYq36U+nYqg4G03sb33r60qTt0V9G91sQJU5pah+AxBqLZrqLWqbRy1kbfO9ayGLyEAz2Ool6wOk9rvvXS+5RVrotgjh5ZrKIuJ0jm0k9sRL8EPlvB1UdkY+f+xgLZkKJs08APhucQ5LAIZ9uK1THaU0MV1X8u43wupw3zpHgaumbE+rGhgVdi7UurMhCKx3KAStoxqiPMkhPD1bIvZubQ9RUE06KYrTzrW+vRgCaucpECanQxsTo3bOBREaaudupWel0GwOrYxaw5UZniY46ItOxBWG5RkSoGl5RUcNAoBEzYTCgzKzpUwe6Lza8RUMNTQAoOi6xiBYehvC0InSR5ST0QxueUXIpvdzdiqKKag29Tq1zSaby1FWZqQ5dfryMKqxCSEg99GORFd94RvSGnDpNYFZa04DTSqij4onJpBpU8uAw8xOEzimqPacTe/XvLdRR/cTN1piXS9tw+RtJIhyWjKz+l4AGi23utQ40h82rBntXTcOR+iLKCwMNuObWO/VJDK417glOJ31YNmJmCBWf3gJyIrO2rdpWgSl2+MxVWezrFGNZyK4OqQUceqc4BVei3k9RKdRHAZ56TEH9b0AXPfNffQsX6n7Vb2i0TFml05KonSCiRkimh49JCgGAI6eQp0Z5r0VBKtnHex7G52+Nhtq+BADQrDHzfoCQIgBYtmlAtS4TFGwX/QcxgJFP76kaL5/AbBm+olLxNbVoeBK/d7rYh+ScnATyGk6N0al2x79sg1u6UxMTExMTLzFmM7iiYmJiYmJNwx//pX3ICF47b7V6BgaRxkzKRsmUhR8TzaLqL+LpRvkqvS8RAibCwGqWJI+iLa38Imq0jILgRxFIpHWGwyRsZsDiAo26Yg71CVoTeUQBcwmGtrUPcbgtYeNfl6IAoZ14AJLVx7tCH20KeC1t2HYbVetWZVZImOpvT4xgFqwhL7uXsO4VK0VLQFYFl2vWqu6NMDSLg50Fsglm8PWXaVbSkGIjBB7PWKt9Ws15h7r3tuMnbzaZhRda3WOx1rI8lItZGYyNkHRXY/yGusle01le9BqyzPWVPZ6ydMhOKHxMm/4HBwfN5qWYU8lSlg6HeHmUNX99mI7wYZjJrN+EAFx0RdnyOj/Mut1igio5queBUpDkpmcs4HF7BkGTrC2LnXax8JOXzcIY137PQM7x51ExkrGxjlnGUCvi0tIZt2UQOgVI4kJ0dRLAql0iAgh2flba1PSQJ81CEGMvm5Kti9Izek00u5kHeHKA11OL4XAWA5GS5SqokgVYaxWgxeknCgcBMuqJQ0sDW4IAeuq27DUYi4bCNaDzstGvIuIG5fRrptmj0Wm/Vpeun2YyEUxSyD1njATgtGGFuGrtvgtr5hMXpERod8Tp+Ubg/LUkzDCQFvYXqAcjSfuL10SIdnyWBuuThNYAoOzdihbHWMWfTmDaFBms19jhtLSBoBUNFMNsyAaTedIxevXmrxg6H2Z4WxYtP4wi0+nsnb0Wt3nx98p57XRIycCkIxN0LrKRADb9gqMpOZmOJ3lGIJSEGH2OsshMqgfc0Lqe6HZaA3ekZZ2DNpxz+S1oUPQl2CYfDoiDA6dQ1m8tncQxh70hYmhjaIEZ6ctLKzZpNo7YOY5JnWBxK53gGcEIGYspl4pVcVCNdJit5HgLIxo+iLa+UmqS+fdd5/jR3/0HUxMTExMTHwSMJ3FExMTExMTbxh+4ze+gnsTGboUUlGwyyLYjGbavpOKbFjXoG+vA9j2rG6Qr4fgdJ1k09E0h0N0urThYm0SHkx5zhcd7XQ8Jjzc+2jW/oD0SBEPNiqWNm1zAB66MtcKkEAx8x2InI3Ni4hUXrUCTNqxeGTCg9UVhnYBkNi8Gpmf1i3TZQYapVyfzpGDrjs9air2kQM6HSJNI3rL69ZfTcvLOiQqHroIZWHCxWiSYRE8dJHFtWa8/77X+u2fpRScfh1Q8f77N9q7UXRtrQUvXtxu6o+1kDPuu/Icj0n9DTTdtP53d3eLShfwkeB3dytevDgpG1uPZ88Oru7WET2ysQ5t215AOxzWUUJ0tdEHXx8JrxJx+0MVlfv9wpvVaNNV/PHj/sUF+gz5gPuH2zxSva+40XaaCMD7ez33kDDOhsWA2TgfCXjo2AcGkrcgWpQNC7kITjquar4UIcdgcqBF2YTAinb5sQBa81Y7DQDggKrkLGJi7EYKYTkUnE83m5TFax8voubvmAI2s89Ji6ho0WXx+5xoovLKGhwzREysotWWQ3S61CGSumxUoaPOgOZk0tTOSfXNo02/DhCR00cOApT+wh2T07cGiZoQeKCv26L7+qhFcXldzW7pyOp1n2F0epmMFjOukc59eVZlQ0TYs46dpzt245vsy2TGd3sH7GXEhFO3R7COIQBYCTpalMm+oliPMHqx/nLkkUhpm8pAC3Zdg9H/ZjUGgcYM0+/bY2ZcTNekVes851QcFXtaovpmKMUzqNjI1Fx0lDXQJEu2yy3tVKsfl8G/A2djI4G1hAklnM1ePyTSxAZmXgHahYmevhoEVx7fz/5dqk//85jV4rR+B7kAAQAASURBVLTGnVb1K9mwewdq0eP3wFr7nIhQalUXOI7MZlw22vX+fg3fJW9TsnpTDseo8mIBzDC4Rkz30dC70QgGDseE033/DmyOkv9wTKruslm2K2A5LmoO3UJwWsfLISlWo23LTh99MRrcMWVsZuzGJSo9+5yL0lkG2oWFfsznUnA+2fckqnenlITzRb9vv/Gv/gi/9Mt/FxMTExMTE58ETGfxxMTExMTEG4bf/p2vYbeckiegP7lj4qZH1aFcij5wI7goT3vwCpChgqxOy7ZikM7m3RPVRIvmQuoUpVZ/oJ21zDGq0c4DvDO0GO3DZmT+LFX9bqh7XMg4j+G8LiVrws1Huu3+WTbawy1yVuuv7ftAnzgXlc6+6+yFxR3Y7Fv16ZhDwm3TeTMJsqEEvVy0PpuwuDbczjqdiuoOPx8ezuoZETmb+/uLe/Yym1q9zcODtfF5vYrN6bQ5ynRvc3G6gS+rw+iZ/XtUL6eJXXxeP1B8EjyNA8fcDxJvlqt44nWgQq9DZaAJXO3L/eg56GAP3EsuzqnbO/aaTRjoYGqUoteKEQW21dPM2U8Hdu3PuTqjWs2aaPJ+LGPPdJL36px7tVRls+9wLBQla9rivHndyZKrstm24vYVtVRFcbvt2bV7yUVd9uHzoDyVTTsP5u4K1WYll8G8qzcgpRTfhmBFAd6KYh2kVl+XfQgwrC6uL/JTuR//Mxc3FsC6T2sxA6j69O24rLWNJ/WzWgblM31TddTgo/evd8rVqvvYaTUDV63qXjC2Rc8qm0pe79e0aQWZ/dxIE1hH8m5b9t5rCEr37HLxut2oQe3bL1tGNdTi1dD9bpfsql9Ben+9FUcND9bl2S7+XSKT134ZaMqC1TfCNtAxBvRe9TLUFhbsnc2++XeJSdvk3acjwkq3Oe9eM9ky3Ni9PuAleLLZ+6P6b7FSihnvFTDvbc7mHX2UCO+fmao/1lGnDTM/DeZ4kJqL27Jldzm6fPtgPanQw3m/ZD/NVb3nzdmPFVTS+vZW5getfH15Lufdvd9M+vv2PNA6JghKJ31wvt+8rjLpyyEP9xsq6Zr97m/+6XQWT0xMTEx8YjCdxRMTExMTE28Yvv7150q/iplAjk5a68GJEIpxMJNorayRY5GZEEJPxSbukItZazaNNIOZoaggQxTsJkJJSBDD7QN7RBFMRrsrRh9ZREzaJg1sQIp2OS2C3dxet3mlJfjyiKbuXJeAkzm4IGqahDcbwenk68W9zvEg6puIFAXousZB1BApjcL1EFFc5IWu17IEp/fHxOilxJYluENCEULPhX7/8B5itDSPgtjV/XhcXBu2cXr73eGQXPSx1Q0b20BFXqxrclECRFCUlssScDrZ7a7WtGuaypp+sJqwwFexiTEom5GOt7WxUcXNRlw7jzFdlk+YTTHxMUNY0xiLsNOdNLLwV8ejmR/Tqv8WVlqZRFfmjN4msFq3G/2/tglBVHmGOrQmnXbRyVBDR0FQWqysnEdAkxro1/umQ2u1j0lJa4TA7jJUCPoimggGZSb0JBgi5BxlMerD/RC8Ty4mUY7fEKQ5O5VNUDYcBGzqFUNU66uwQNhEeaaAWm+FZhEnaxCXhK2LKLdSJEDbf/QRnDEIStDtk1LEpVuDQyCEaKUPRKUTIiNkb9NH03EkBCMjIjGoPmQRtc8BgCCCvdeUFXI2kbRTrr1Luu7Mpi/E61kTi6Om9drQpJzMzGwYAhodsrpIyC3iv4cw68t94jVlQTrsNESBmL6oWUemitERp2s6Su83MqSXa0ZFMdTLMTD2vZ9HCEL2XQpKwxVErp4hiorYJGrvQY+4BGxdHxOxG7vLYvpvoD+8JH0JhondaWVaImrtGBOY3XhKJi+gaTi7dE59dK/X2F7XhFPHNsDkqfztPp2IBnVPig2B6JEqv7NJAeduz8tU1Nzc0tFRsExeD7mx4vTR9NQo0vt0oqj9tTA7OZ0QEi7dfMTMTn84RFbzCLO4sWHZdRptv11jdNR50yT2sgH9BVcWdnkJm3kkBoRov8X0RaKQGGG3UkJ6rZTICJu5lMPaef61L/8FJiYmJiYmPimYzuKJiYmJiYk3DO+/f1EaXDGwi1BirkpPNgR21GIEUvp6ITB2q/Vr9KJCJKf1C1StK2y0/h7z6jXBYhBH6UwMpR8Xo8Ak08rTHVqEJM4PRKR1HmNgmDOwpuHWOdyiMBD9ffrQ6cWFyK48zFBtKIGRqj0QLEp3TgI5XUOQ1ggW8Yczrb+0I7H/TSt9Uc+Y2dnUWpGkL7Og90fUWkFgc9lAsHTt83gI0jvBRd7BL/+Df/T0d6kF/+K/+2+M8zPgeLxplNVa3VhpOr5ax8zC2oxoVpvWb5+ODw1v2sN9Ol5T2aYzsrHpjBzB3sZrM4uQshlpMzPben0AiD4ZUcET3xuqnRExx8FrQFyCph9lUusbAGTjhTpfsltjYrCdV9Tc3C4j6XSIoByARHAeZav3SSBUM1CcDQG1en3kXqeTiVBMVGVLR9vUYOd9nReT1zUmJrUuMrO7CEIChG7vI0zqElErD7u11LZ7CIzalVmYQKb/RPS+JgiDnFYtI0JrOiejrymRlahAc/BoG7sf4oEWa9PFvf1NIjCSoJAgoG6fJ8xOV5WFFLW5MGFZfN1ZehuvMSvCyL0eKsNrpopAOiez7Zv2O4b0DCVMTl+XSVC6uY8I7lIVGa0RNnvFlpdeu4mAFOy7o52NBLj9mgirfQIRkFb7nhpNYKlOzxpFh36yMBbTPpY4o7Wz3YcGFVVN7PehbZ7o+0Lvk1teRjeYyfUXMZSuMtkyE0BFO6/JvEuP9eg1d4UF6tWhpvPc1z4EQjXpxBhU+4hY/eHR+6/Tad9C2qbt97VGsW3TYHTMmQByusGMWvp5zfdfSIyK3sbrWYfIgCuPd+73R7z2G++xXgqDPhYREPXjm5xucJtr+nXIawszi4n2J3/pNAm4u+BCDLWetHrpiykgP9dIEHUhmoj8XCyM3F9eMevbY5l3dfmhuvmo6TPfbN577wUmJiYmJiY+KZjO4omJiYmJiTcM3/rWPbaO4kuOjPO9jYotSg/47k7wcK+jLIU19fLdXcS9sbHaXnfPvA1TMekk3Cu9vdpuWXc2z555PVliHa3RbGzkLCvHxx0B9/eWgkwfeN/dhQ+wIW3zwtiwtiGC0lS0WmQAcDxGVa+WQjE2g3oZHI6+Xi6vgX6zrfsB0DrQBE3NOLAhapSSKq8KVWZmT/V9OArW9VOqLCndmfLteP78/umvYHTqHvPvbYYR5h/JRkddXUuN589frqnc2yxLdBHLQMHz56cPtam1KG3mFk1itZnXV7BZ8P77Z3xfNItfBW96VK59MSYGeLm3eLbi9xd2fbsD4YV6VlFGVJ3m0b3RS2cRPDz0B9WAGIcAMes1uPrIR6aDLqP1OF3L3KfTHMr64PzuzthQoy3VNgseXnR5MWCpKo53CfedzejCzeGg9w3ChN2mc1xUeYQJVrXjeIDSDbYOAqCtwb3mbRB2mq7rQesPhyDIu573D4ekNJ3jYM1b14iHXoc2kpPyOALGRrBtdhGOTqezGFaVdYViPxmtecuimU2abqcez2lNOHV5LUvAyaazBhUxuSz678dnfTRkKsWxqqQUcOl0Qpe1qLZoNlFFOq5rwvnB2miWmXUtjp0lRVGR12suqp4AEGPC1jmmaqk4m76ISTumSilOpztEUrrc9RiV7ivQ9ul9Ogd4RhliTVd/APBgGWVEfxMcANeGIbDayxMSHsw8xgL9Ph0jHkz7gPTcdiT/3VANk8GR4GyENP0xEZy+tr9Q6stcoSnSj8fFaYLX7n+B5ky3Nu3/gLGxWt76vaU7+LzMtwMdTV5XWZz+LhGRzouIUEsGkb48089HBEKBlh+6e6Y15gl+zTnc6TYkBurFzteLm69zNnrIz4yNEMq+qcofDgkvXvRlBvacNZMQVtw/9NHijXGnt7l7Rn7eN/U63vm1wcoY2e8zZjjZp+OB1Ht6lg1GyQfrUX8H569+GxMTExMTE58UTGfxxMTExMTEG4Sv/vlzYE8q5kQqg6APWYo5lLLUkURwB6hOq4n8M0uJS+Q1VVskpL5x7nSGXTo+WtNHVJIvj6lXs9HPctaRB81mpAtrbUx5du0gFfHhrFZnWISQje/R27A7RNz2qlzMIlrPrZXHRK4GTyNu+0aEUQy1Z96r0vKSwNjNgde+6zI3538xNtrbEKLg3//5X1Q2f/Knf4Cvf/3dWzrEjh7dagY3m93YXD6Cje/T02l/qc3Dg9Uw/mg2vl74SDY+r4nvB76/PufX6XodjI05XD5+mDZvTo9+XBAs5fRAOtbpI+ZS9QF3vd5r6lBKcbzKtejE80Dz1jJw1AqtgTkYSKVUbVOholvbM1tAwDZQ07a9tUcpcAfwtWRFBZ1N+R5tei9B01029N/QerY1ez3SUqqaZ7fqbSqqqts+0DUtpox7Hug1Q9vkfVCvSsbGa7HWqvds2yXbrkAl3bD7Xry3qHnzO5uRJqjfI4x1lo2NK89Iy3dwiULZ5IGNHof7tg+0lo1O70DPtnnqdHmcbDB0Q+/bhmLqVoPew17OXuuYKqMf89k6/9EcgFn1xQfYdJs9u58ErhH/XWXz7jVcybCvjPJqUfpaW9wOMiZGQT/GqnFZNo3iXi86X+BYMUhEUbjvg/eCRadj96qtPKTzyl4r1zrB7eWRZmP0hz+onXub3b/vMN9WezZa0LU5KbVGsZ7Tm4yxNspZ79zr07WdDy5zvZbHah33Y6MWAKZedh5r33R6jLW1obswsT9qkuu+8Jc4dZlL0frVj+Xo16NsdJ4fLxH1DmW7bc5PD+y63Oflnzk98sF0RNDz9fm84dvffo7PfOYdTExMTExMvO2YzuKJiYmJiYk3CJ//9S8j04N6tlcG2EZv6N9Zva1RhEeF1s1d14DTIHK1D1Bq2ro2Qtho4q7R6+8ObC5nQ6VNpHSORzaBSdHk2UgWoNEc9ixryxrUzfpWHlIagesafAQDa528dQ24XIxDWwg9g9qyBpwebOQBqb5Y14AHkxczlB7ZYVAvCgSpfTrR9QULKSrtdY3APbQNM0JHMb2uPmK51b2zGWghkwikOxxZ1wh7yPKzP/t38G/+m//W098P5/fw//p//xfKJgRNVXd3tw6ooTW95ke1iVHTfR6P60BHWNN/Ho+Lu2wQQlCHUmMbcTb24M7brM5GRJTu8icab2u464A+//uXNA1cKR+S+cRrQbC0tAOt8WJ0Fy07AuDpbUMKCIZu02nORoFs0pu4A24RgYSektP7zSSyqseIhjpGweZsdDpBtE5ns7E01KycaUzkLi0xi7OxTBlWG5bJvy/B1Ks5eGzUJ6t2bXnlD7cZXFZrEabWRpcnxXi9bHWtA1PnyLimEwV7lpfbdHmJMMjpR+uIV2FCNrcNUgpa25M1nXSzEWcDaxOD0xq2c+ESAkrQNnYAxRSUA1SEXZ8uS1CXJIMw7IiOS1BOw6aJa/SRTd2ZydG8x0WQO88iias64sLI3XihUAe62EE5vFgY0dR9XaOqRoji3p20ap1eEUE1VMLLIQHdnq3pYhdjExWTCUt12tDLKjif+jasTos9xYBTNzZHerb2u4BCQHB1T7ic+jKz2vMCbS/ap9O0jk3dV8H5QUfB2jIvS1CR6Ay6Ulx3NoeIc7dXZ3ocZ13dFx0Fz0QQM8+nVdu0/TV/uA1VR8u/HCI2Y2PLnNaoIvfBBDG06i1yv+sLtG+rHiGJYsshKhAj3ZOi4NLboIDN+Emc1HdKLV6fOS5JtXOB169e16Q0nAm+XssScdm68rBflxsjgWZW8jarYi0QFke5HwNrTelBXr/+334Bv/SPfw4TExMTExNvO6azeGJiYmJi4g3Cn/zxN5HMwRVqUR+lIoJk9Xdr1Vq/QRQFHNAOCJJKh11ehKz1iYWdPhhQnY6ftSFUlXYQBpKNfq5KbysEAE4PGEhGm7lWUx7SOnAxMYqxqbWoj3+JgmRvinNV+r8xCJxjpvq6Ww2zWnetYSxee6xROHeH2YGUNhquOSvNaSGUUTsbG1ueUo3u8qjM0HrSPEin9UXXhkGcxhsoKCf4snwGv/Qf/EfGZldO3W9/5xv4/T/4fZNQVQdwITDW1Wb28dqEkDobcTa1VnUhQeRVbHRej+1iHUgfO1oQyScOtYyjO79XfAKb5q2GCZz6WDDSQuznx/Yu65Eycha7dJjVvFqr1gd9fKYd09VFNTKT02sdXXII/TxftYZoS0ivH41i1Yb/kVrvK1zgMwDvwEnGYUEMo/tcIcbZR8TXtbn/nWUgGWi6Oi3m0bo8stHlsXsUIkIwfRGMc4TcelohJi8aaPnKSzSmgQo2xzlN91nx27rIdDba0CCAB1rV/RgjAmjUhlZ/1PUFmX0mgcxvmNilY2RWwdT2dn060VyqEjJjnghsyiMMxH4vSkAyDkGx44fI2TBBXXYE2j5OgapzNlqnKjGr8UMEp+0rwojLbVIgANFpVTNiN5cQbHu1vrF96vIKrJ61dGwfG5uBVnUM+rug3TXQndp0w3V5gtU1FvN+DZx9zKSfEbkLNu1iZXfphaHnPjRntb48Q85GAusy2ncJ12+i/rJKHVwKYm1DlXy9TD1qra5ewqzGGBVA7DA0l4BLKZBo3osAxNw/K4j2vQiM0GkvV8A57jkwJN+eFRSw1QQ3l3drHY1DUUIsTXvZ6AZHMXQZ3sbvpQc2iaGOxWmgvR4ZtdfgZsJiJqk//sJX8Uv/GBMTExMTE289prN4YmJiYmLiDcIf/dG3cP+gdQ8tlRw/q17v1tzYv0NVWlIj3CE63UV75H68C0aHES4qhIwWYXuoDyKe0UB72BxK39GC+xd9NCuBzAH48a7i4eQP3BXJGPmo4WJPrrmqaF96DJdSemUVD/eehk7le2SjHVdRa3blUZrBVyo3pWnGAQ/3JvLa5vUsan1iVEcrSsfqtKttlNPxzmvHWUfLgSJeuP56pDF8rFfFvSozgVj3xeEu4tndj5p8dN7vv/9dvPfeC3wYiJ69YTb0Mdh8TJrFr4Ab3eFbhI/be/ga8UNU1TcG9y80vQcx8PBipJPZG/m36MW9TYfxwmrem7WSGU7X1Dp5n71DePFCr01kV5V3gPv3ta5xr5HZ0gFevP+SvcQ7FS/eN+uOWXPvqLh9go1Qfka+XduK0q87cGvcNbT69idHs5fwmd1RHeRly7x4G1Pmlo5vnz7CttVrsxZmD5Dw4GyKWlCZoLWqYVvncd/i2U50+wza0NwQajaenUYXyGvV2n3U8c63jyUSvrurehwCqLYvnlU/Dp84dq9lfmdxNhVVjXp6Z1EaqiM8e1b9vhe6ne+GfXpRe1ZhOPaeWqtysB3dvtfj+CyaseGvxxBhMH50qWnUX9DauUA0Y8PndThYRh0vM8Ns0/FgsvV6/D+6lCmaObLR+/d9cbyLeGEZfuz8c5cG3zsaTVd5ZHPL7e7ZIB37TURpsBaYMf8subnFtuHdOyvu3/fp9BeD7u4W9+7ksjsd4xcmnZyz6vdmc/qwauHuneRs9pLVd8jx2YL33zfsWHtG7danZ5864H1THhZWaxi/M/hmvH5jPJWH4eoOmLn3Gcbfwl0D3VEy391wlT/eRT+vmo+rP/6Dr/h8JiYmJiYm3kJMZ/HExMTExMQbhK9+/QXQHdbGyNgM9fDlMqAmvOiP6ouJYIqRm35bB/t3s9G/23ZPcbiZvOxvQmDsRrPYaseFwLByabtLh2Alw6yObxjq+HqbzZxHlUxXbbauPC4de/Pe59Wk/jQtpNMw3gUEQ8NodHzz7ik7q6m80zAWdjp6Rq4YIgNt5mzTIddfxeVFyMVqD2oaSBFyh0tWW7tRa5rIGhdtIlfNwj4v/bcIO/rmN83GauKNbaxuNzu61L8U3joP78RHwvQWv3bU4l82+4TJ3f3y6aDCah3bq0O5+rzsECgj3WBUdeEHA/nYasLv80j21eXlqaBdeQZldukMMzIR2pVeOq9Z/eahzSuUx2vivno6/U+z07O+on/0SuUZ97tKZjAOrVWj0rZ2+lktAc4haf8etbMjY+FBXma/8SpjY1Qvguqkkqtzytkyl/zyTs3DNrTlGTwk/UJt++b2lRJIXaQYaee6vPIH9Vdv89JkhmW2ihdee/0xr1u9KghkoqopQ+01h/0F3fMDyWR3S9LLBrexrPVsB+kQK4fxyMZS6o/ah0jva0fd1Wz68vgxRkyK7cnuw4GBHvIle4Yo1t8hl3PG7jqf1PfC+Vz8XlNIvQuXi9eCJmOzbRWbaSShjFx2ZWM10EkYpWu47XJxc6twUPPbtvl5Q4LeH+8DDXAJmj7/svt2lmB0sAd9IVGQu33+qN8laJuvfuVdbzQxMTExMfEWYjqLJyYmJiYm3iCUbUfPmnVIDJiP3aYldfuIXg+CE6zTSdM5HtYA0PYSmwiQdkwLaZrjwxrxYI4UGrVkXx6vYSwhKLqwFpmgDxSERdEVroeIk9EMJhFEaBubFzMjdTSD6xpM9G9zWvZ0hU2b2eoKa3q5dWATBIBKR3B+MO0jZGwCzmd9CBKYQR094ag8QqzGxgeVOZi8YG7ns2gNzGWNOJlobRZGNDrQvY5dqxej9jZLwNlqPLOm0VsWcRFxP/NTP4P/7D/93z/9XeqGf/rP/m/KJkZN6Xw8Li7CKqWX29h0Dofk9K1tOq9is64JJ3OpI8bw0nRseUbp3DA9gm8OPm4v/Mvy+z6NjXm54JWRFqPtmxhpd8K9yuZ03h1jRIieWtNJAMBSvApgpBaokopcDkFc2o1C+mYjIo5mtVatOytBHD1qrdXZWN1XKdDlkYAYR5GqXS2jGBpqwHqPJApCDs6iTysGxm7KTFRVd7S8LB1yUTYxeGpo260xMqLRtwysnT4pCPJitem1TYiMaMYUC3ubbPPSjg+JArEUqhKVkyXEgGBkQYRFpxMiotHqENF5hRiwZH3Zi4Wwd56VEAJiMvsLZuXgGtkIm3SENb32Y3l6feZAiIZeN8Sg9KLZ0gijtWvveJJBv8fA6vJkCOw0ymPUNsIEMXTaKQXlyCOw13RNAfvlVncRQTTSM/ZyZyuP1RsPykaYEY2+blxEXdRkItfOIWobEU8FH1ZWGrwykDIJSbBddJ9WQ5Udk2DbunQYrk/jErCddV627mkRpdMrwm5uSTHg0uXFQt4mRaVna7+bntLptKCFvA52K0/PMARIMJrAKeLUfatUFCebsayi2JUyCqqhWrd7+sKMasfqoqPDMwhVtE1agtIfLvDU62k94OH+FklciZQsUCvPosojQbCsuu7rccX5fLOpwgik01kPUelOExgxRmfTf2MwkZsPDwetq0xEbi1Yl6jahzCwWSNOXbSxvUw8MTExMTHxtmI6iycmJiYmJt4Q/PlX3gOgP8aJqvs4BzkySaeRh3rVAO5+Y/UCUat6RgRtUyus/h6xdjQ+ntCG7jBH2BwoNNFFhO5Aw2mM1QoiQf+zph/WRbrUChGtQWcdn7VWELSuFzGpdJ7KHHSZ+78fmRT7ZzywqSiqzdi0c31sQ6MV/bK+aJpebE2MDbwNKqQ7xGt6eF6fuH/WNOFMOqTbVZgRzKGn1SsjJj8OUdCfP7UyawsmVlHe7z3/7uCAXuuMhcFhbq3WRl6aTozBRVwANp2AlKwNm3QExUVM46XlaZqYH57O94TpT/7kY/bxGwE797b1s9dzHNA+nw39f9W/AZrjMzhhbUPxioIgdl6vmoqa4BxDxdgQk0+nknIEEzDMq49Q5gpEIxnRHBh9OtXV1UbFtvXzw53FROQ1i80tB6sD29LWkctE3tHAlJUjmNg74Eww61BDmZnBnVErj9XXZZROTJgGdScBuI/kY28jzCAVxUlOFzeIoPRRwIP1nIVB2e71vNZon1crs9XgbWW4lYbUnqSlw0B3b6CNMa8xay9biBljYm1qhYi1ERMySggmnDaI6FeM/HspgbUYg90vP9r06dSBhrOwKnNFhSkyiJtTu7exesgUGGyifdmOVWMDgnNisjCkGhurVSusIlxrbXW1Nu7CiLEJzKih7wtfLwlkopKrGz/CjKK+MQA2jcjESiu3VPh0hCG9DvfQRo9fuuav8mKtK19LGegGQ2m955KdFj1RbeP+scwo7iIBmT10rcWNQ2ZBkL6/apsn+jmbWY/x2uraz/3MpN7LWiuIWV0CIg6QkPpkwJE0pXQICEZVRaKYC0eEUHU7E+t0xMyRBGpz5IeUGZUgTFpCB9X0Yfuu1DI7UN8lj1NIX+Za29z+iC0X/MW3vovPfu5TmJiYmJiYeJsxncUTExMTExNvCD7/+S87PbGYgM3cjrcUZ/u+Y9+6yAnNvgYASHHHZmws5VpOOy5dZGiLoLF0yRmX7oY4CWBMUA9F3RAnois93w0lR1zO3TMid+BbUHG+6EMsIp1ZrYLz+cNvc5eScbY6xwPqzdPpw9Optajo2kaDp3+zFvZ5DdJRkbzVF6ii4PTwknQgeOhsRj6kWitO99rG0YVWqz08SOdQ8HBv6R01Ds8izjYde4fhmL0OmSnQvmU1NiqA73733uR2HDxzpcZ3v/vwl7Z5552K58+1jY0ue+edwyvYrHj+/PTKNrUuI4nTtxyfjAp98vpl4nuFZS2oqE7j9WWoFV6TshQ8vP8S3V6u2AZZ9QfXFVBz/81IX8Aal/lVbLoy1+D0SWv3v082L9FmLbXg4YUpsznEr7XqvcO1vJqKueB0tnU3VLqlqMjDG7qIvFIccwmgN1jNxtCuknLRIeeCyyUbG0Ndm7OzYa7KZt+zisxsNnq/t6esolIBIISsJCqWnLEZAgsWTWW87aT2lY95KZtATpKBhVQk7yXsrswhkirj5UKu7imS2kfGM+FspEqWpG1CuKAYSY+0CC7nW3kkXpxUyJIFly4dDuTovNeVdXQke5mUdRVj4/fitULZMGtJFAA4HJOyafsEU55DVOw8I5vDMah95GjdOpj9+gjrWhz7jNv7LhGnl2i21zXi4WQ1wO1mPCoGFv3WXst8HOkhmz30IRpd5QbV0gOGI6cTcBdwcvrn2qgeotPyzTWrWelwl/Diud1r6jIfni1u7q+A2jYdahrs1wl9zVaz7x9k1eb1B6uZrOt1OEbc3xsd46LVxI8le71fg6VWFRHcihxUmWo133toNeqHbClBvadPRp1VHnzv2YtCOYtbH0Q0Rf2+Bvc9zlw1Lfeyq+9hAPiNX/sj/Ie/8m9jYmJiYmLibcbLBX0mJiYmJiYmPhZ84QvfRFpE/csbQByf/i3rcr3xfPtntWyXJbq0d2OTXsFmWfydMqsRtcSX21i6TuBR/4me/i0pwFYsP2oTXv95ak6vI2WjgICrU7xLJyZWf4OaTf/I0vABcIeHNpoI8OdeNrICAMqThl/712z0v1pF/d2iJqyNSceKzwFANZEeJsql2djoBm8CWEpPb0FWo26UTvX1sPjMZ34Mv/LL/8nTv3/8y/8rn9crOOvsAexHteFBu9p+fjWbl4+Xkc3Ex4wZuTvxEcCvMJfYhYcH8zERX0PV+n+kpszRfGMnRXqFSbLNfzT49z2mM5jH6el/2z+il89tVH06IgxievrX1kLTjmTKTwF2nWlt1v2jgLau3f5x4HYD7ulfbHbdPxFu4X1P/8T8zddIxK7u8O1s61EHbWj3D/ZCHeAjYIftaiJFR9qsQexezpcnxKCqUQdjw0aho/rxJRL0s8Ko0P/AujwjqWE2ZR5q8lqb3ZfZRqXaC5AAQKzLPCoPmfV7qJMLNGfj9V8ZiKHad26knW2jUkc2dn9Tq7ezZR7h1WxG80RR/4hHi2vV/+wFw3FuLy/PYGz6ET2YR+2jkRY9PZbs+q9WlFrUPyZCreXpX8kFtq5swo/LB+jrKpvRu2sZGz5AX9eno+dEy8aQ92p7x1E6b4O8LF1zydXNkWmJao3bi50lrjI63YORtvCy6JBl+x0LANF8724DmxAicsHTv9PgEnKyeQ00k3/317/onk1MTExMTLxtmJHFExMTExMTbwjefe+C4zvvPP1NDOwPOnoyRkLOPc0wKXq4ZsMopbMhAEUfniyL6Bv01CJtnI25aV5KAXcaY8saYUW1Koqi0VzXBCL7Ua2pmJc1gtjYSL0eKj6mI4PD9YrUHfQtS3AaX8RA6g4el0VAMDfPGaCFtQ2bSCCG0hRcFgGd6sCmb0OtrQZcD7+7w4u0iLsJL0LKoZ+S+KgjIaSuzCmx0lYDWoRMr6cYk+BsI5yCIC23v1MSd3tfxNIuMzZzUCKiNfxCZOzmtFSYsQRtczFhPhxYHQCFQPhP/5P/nbL58lf+EL/zO7/VlSconbtWj4DjcfmebEIQFyllbUQEOVubaGzY0Vsvi7ZhZqUj6W0sSevEx4K3ssmnh/vjfl2sLmNIAUt3mH1ddhVONroKLXqrx7J4avxagnLGSFggRc9lIeoI3BQDygINIjVUYhQsRku3Rbz2NsHZsJCKsIqJkYyWrggpDccQGMG0mVi93SSIZk5MKalo1hgj6qI7OkRReaVFVERus2HsvU0KIGdDygGQUnCvltWKTcujY7qzMdqsaQlun9TWa+p+ExRN7ePvmG9jJsTghnhaIoi0jdi8lgim23gJQVDE5iUqfwniLpelJYC6Uc2BsZtLAHENKF2jsbDbt6UlqvHDoqltgeulx558hgkiZt1dgnKeEfkLBylFbQM/W8YQUHp95qtRvx+OQVCSdbhpWvcUBcVQm1cqymkrMSAaZxVbmm5hLGmwke0QIrc9urLR7/dIrkOCdjiGIE57uVFB3xIKka/jvLNhaP3qwIiO2jxcnaSPvyEkqykdknovA4vLKwT97obgbWIQbN3eTYK4C6/RaC+H4OsVg2C7dHrIwWuJxxhw6TVvuSLZOWmJihWKhdxF3rREXDppghAYsDaHpJgLJAhWU+a0JpzP2mYx42VZo2JJaFTj2vmZ1oBTF20sQljI71FPSgqIwazTWdeIU3ehiYkcPfx6COjvsBATCrN659ZDdNTQlcl8pwajLwBw0pe3ltUMemr59Zec0hrcfrwGLbewLAG1X5srgKg3Ht/42rcxMTExMTHxtmM6iycmJiYmJt4QvHg/I3WHNiLAQ9anvTWf1cFbEIIliLSagyJkg0dRi44EYAaK9bJWUrSWTa9uEEFkDgUKbBSCTqcVbZCO0sEaRa1UF1Ha6vrBNhWPB3q9kf5NrRXFHAw2ymtt0w4PVebGplG0uWIbmz1rpzzBnZMiG8c9+bNUZJMXMTmjkqvuZyLnTK8lq2dE7lwSpRR1kDzICuVR6LlLx8LZMGDOx69j8/Y3Mzltyc999ifwd/4n69PfITAuxnn99W98SdEZNgeuj7Tpo/RCEHVIerUyNuwcEdZGRAaRPj6dfcDuOowa/H7iFfyKr+J3q7W+UtThh+Gt9Mt+ACyl+MeK6Sv+2GHHfqlQk157P17yLtdBRDIxRPR8l0lrLDLBaWKC9PvU5jYTfWjLTT66uRKpObnCpwPSz2odR0nrZ+SiIZnJUedaG1S9SFidyGs11DpXK0CDBtLRj9VfLCM2l9a8Dcim46Mqydi0Mts2tDZ+PiWY/qq1db4rkt70+Lz0mloBvwWjCqjIz2L+fvrl7a8yaB9TnlrtxumxjNzZwEU/u33jNV29dyK3XtZa1DOiCruk1mJtABf4bvqjDvY8Vtu3abpqG2atY0y1uv5h1mtHazPDChNYMenUCjcW2uWL7l2Bt2ljs3+fRuURTUlcPVU2CcxlC5+OCCk/Xh29cwKlUlNqcRuDxipw+zvXMngHdf+U4jXjmfSFiGIu0d7y0u+uHT/MBBtsbecbNumUUZnNHFBKde9BG5t2DtBOVWIC2eh40nvJZtPP/RWg6r7x+no9RRObbxEdEV2v86/atLcLIJ0NG9aK0btro6irm7PbRYZqx5TpiyhmHz+YgmKIyN0tpDaX6flNWF92cHM0NVaCnh3g3b94jomJiYmJibcd01k8MTExMTHxhuAvvnWvPoKZGGcTiHR5/4zanxgt4vTGzkaDKy2C3VBqnXnXEUaJsV20zeW8qw/uGFndym82Rd3GDoEd9d6+V6URJ0LIhidt26uiDxMhlKy/7vedVESPBFbRRACw54Ctq+tIUznnMtA8NDalmkhez99XnT6x99jUUl+qB1drxelkvYbeUf7wkryAqjSMr4k7G6XRVgcp1er0kq3uHmrFvdVpfDDakoc40LnTKJVxMpHXNvSnHsTVS/gdfPazz57+TolxetCF/PM//wref/+mEXc8Lk5n9OHhrKL41jXiZDQqT6eLijZelqCiOADgcrmo8RKjqLEKNG3xPu1RFLO2sWGBHx/eeCfua3eOjlpoFLM28UnFw73WaayVvP6l88hZTwnw4LQcyc1lALB1bBhE1c2tdIY5oIdZM3wZagXuh7q9vU3Fg53rod+AUqqfx83ikktx6xyxDvgaafuKVOVQ3vfipDfYkKBse3Z7Awmkfrdtu7OJYUfu5uTtwo5FIsasWDUu581Rw+ZcVGQxUW5OsN6mMC59exAGTC5+rSETr14Pev/A2IYXGVRe2ODmsFperrl9zHhhx7iZ8g4VuDfpeN3eigeTTrVx+FRdJL7VVAUGWqgAet3pCgxtaq9NXSsubvxqlFJUFCjw2IJkbEba1F3J9uJocEWy1rjeC7K5mClCqh3zlj1zi5ByKO+XHdnso0sk5F539byjmk4sJWPvqnq5ZM9glEgx2ZzPQDbtkxZWEbhnIpfXUhJO534uJXeDsNbkdMEtyiHhbOZkGazTFzdHG2aFgx1TGwC7rw5m3t6wF7+PdZrJgwuEI7YJ61H3dX+kjr6le76Mvmn07YKz/aCsQO0+kGodvHMouHQTXC7FpWMvypWh/jrr8Tt4Dziw1kTfsqPmFsNqsW27u+AZTAT55ezn+pD0HH0+b6iO1SKoeeF8ujibZUk4d+P3K1/6JiYmJiYmJt52TGfxxMTExMTEG4BvfOMFSI7qaCNEwiEZJ2+7Cv/0t4QAvMTxGUSw2wNGnQxiCNgvF2/TlSjG6PSgbJRPWpM7BMwZ6lwjrcHZNIq5W14pBeewtHnHwMjmgCRvhloxCM7msNewHg8pnu3hQ4wBm6F4tgfE9oAC8L7akYPb2ZgDP6DdsO8xojC2aIyELkTD/O0je9tt/w938o716Uw6rxB12qjpPvzwuUXejcpzSz+EAECP37/1N/4d/Oxf/3e6vDL+i//nP1E2tg1j9M7ikY09wLf9lVJ0zuJs9NZSCs5Z7KOaO0w/5BuDv2RA9fcdc2hcI4w+1msOfk7+KL+zYVEsEcTGyWB+JxKclMKTLO5Tsi+fx0dRqq58g3rZSEgWGvxMH+oTs1t+RFg5AJnZUTGzsHLyjt69IIKt8zKMxoEIK0fwiBXB2oyGk4hoCQbyl0REBBv6MlOLkO5tDHVrS8VIMozWR4M27jqHJeC4XWwEbIPlj3iV8ftB5TF0IS8Bk5cCIQj6dhQKXgoE2tnIEgDyFxCq6h5xNiJ6PR6OhcFezVq1PZ+hpbU2wVwcG9nEiK3bu9ZqXmZcqY+7fUd7/7RNiBE5b8rGVi2kgNztcdooMDTqIWHfdDourxDVvnlk0/Z3xdhoMxbbINUNzRFrgYUjEgBQUMFd3ca68jaSN8CPcf2ON115kwqxikJ9+llvI5reG0QunSZzopkU7BsdYzT6vezGZrsA3I8XzxfT6PL1mLJNtKSAU+fwLwP6lGVJyiZnn9CyGhv7EYpGcd076mvxrADrIamLWm17rtNJKahvsVKqa+eUgnIWu3soaO/3pW8fb9Kiobs7qKUUfPvd5/jMj74zsJ6YmJiYmHg7MJ3FExMTExMTbwD+4Avfxmc+t6pnZS+ouEVPClecLkdlI1SxrjfKykZtayJhAgOHm43YAws0TbK1t2FCNocCKTFANxsmbxOTpt8daSqnKOoZgVAMvVeKQC09ZVm70d4fyDcNue4gCs3xGWJnkwTVHD4TCCH2GsbBHUYRQWsqJ8HZUJQx60OsJQVcxGgGG72+tHg94BD4ekB1tUlBHVA0G8K63g6MYhScjf6uBNY2QXDZfV7rodMMDt7BHUSwHqr62zo+Q2Clm9Yons2BeSCsa3dQJ/4wrdnc0mEmdxgVIuPQ2RCR0sp7LONB6WES9iJqTH33u9/As2eHLp1Heu1bGY/HZUgx3R9G3d2tsGDW79Td3eIOoJlZadYdj4tzMDWNQSP894PG9DS+XbCaAhOvBYeDngdSSvrAmQB7Qv3wcHGH+j6dCBRjRdqhtR6C98kJ1NhIMaAePFVrX8aYGIeqnZbMoi7INN1ePyf3juCUghuWYub7mPw6K6K1SGMKELERYJqBIcaAHIxNDJDOWxSCIATvQFASHoGxOxtRVKQsjLJbB4s+Phmta0sKqi+I/Z4rJUEt3VxPBFTtFEohoPYEE0Qg49WIIWJdNS0sDOV3iBHrQf3MUaqmFPzaZyIGQxS132x1Y61vmwIWU1cmUZHVIQlW0um0PYQeC2b4IgTS4yV6necQNANOjALixdn0TrIYxa3X1pEWo9dwjikYfVu5OvhvSEuE9Iw4wrD+0XVdlI4xM6n9L/C4T+2ps32UblqCliaBoQf+AJtaWV/6XARlEHneTzoxMdZi6PL5gn5DESKwHMylCDOmYtT7TeBxDupYjYKgrtbGjLsQXDrRphMF9aDLHIWxdeMuRMFibULE1oVah0hYYTWcRUVahyCA2StaLfMg4ui9Y0qaQUkEEuzcseCy9eOFIWZOTEvAJXSMAyPN7xRwlk57mQARo2O8BFVGeip39+2zRjU2K9rlrX4OSmv0VOYVymG8LN5GCIpZIqXopQsMQ0WMwc13bY+u5xc7XiRAXRAJUbCa8RsYWj87MuKibX79X/4hfulX/m1MTExMTEy8rZjO4omJiYmJiTcAX/rycxdhumejX1U3d2ibt6yeMcE5Z/OedaRF8AeXZTc0c0KoxvmXa1WOPBZGtVGypagDRyHGbhx7eS/aWSwElKp+l3NB7kKAhRm1FEVxnYXU4SLxle6vv5Wfi45uQkWhYCg0oXXVnvSJu2idWlWb1Vqv0U59RE81DtP2GyPr5pyhl0s2F+OLs9n2rMoYUF3/bDXrMsJHqm5bVu0BqUrjDgA47+qZBDgb2ot6xgLnwN1z0Qe7DOw2r1JMm+kDYwDIrNtVBLoOaOOlT1vYRwQvy4K/+m/8jdtvSsYXv/gHKrKtlOJ+16Jz6gfa1FqRs9XBhrHx5am1umfbVl6f7u2H4o0s1NuHHxRT9Zs5aD7RsPNdRfXMAKRtRmLguWSn8VrMIGnaoLe9QCkfxELQzVPwc5llOrbr2mOZ+2elFliTWqHW4oLqmDbamnD7WwZrH5Nee4vZY7Qa6TLmUt2eQqquayn+QlGtRTl1C8GtNbWyovaVWp1NKEXZcC0uKi0XwyRRqnvv25qgNwe1Fr3vQDVrXUWpGdxFo5cC56xm0uS6pdh0rpel+j1XLW4sEEPRwpbi6wqCkvqoA5sa9H6l1OqnLEtlW+tgXmMtUTFKB6T2kqVUtyd+/O0tL71vbclUtTfIGY5KvNaqnpW9gkwEeYXek+81t2hnm053969QY9rR84IfL6VmcC8yO5gXqGStV11Y1fXRX6f23wW+7Y2XtxavN04cUPY+UpXcHCSiWXFy8XMQm/1bHuzLWLSzuGQ/fhGgaIz3XNxYqEH3T86echvExqa6MU5GSzfn0dgURfu8Z7/fIyZNSV5avbRGcVUXBUrJyLmoiwotCr9Pp83R6sIO6Xel1jZVqasnldx4AfS7UEp174YY5yxKdRTOLEH3YQHsYkMhohQdJWzfVeKgKKNKgZtviRm1u3SUd/1+A42FoC9j3guqjRYPAbl7Wbctu7H5+7/75eksnpiYmJh4qzGdxRMTExMTE28Avvil72pqQ0DR0jUU7JYu2WhHhcCOUvly0R//Ip5G93I2hIQScTbRrS1KtafCFFwutsz68IOZnGbvvmsH4bKSK8+2a0djSl6bOdeqdJZjFKeBVQFlEwI3+rMORAXnjsq70UBXaNo5qPyZCcVE7TJrGxtB0dLmD9DG66KAhF30sT2fFWbXHna0iAxsjBHLQPPa2PEgrzOycg58UD+rA2oKTldt3/VhfFrg616gIi1iHNCGV60N3d4D3c4xHfGv/Wt/7VYcqvi93/stZcPMStfYRjs9pt3bkDlwazbi9JEtYgwvsTl8yP83Hl+vhI8SmPoq+cyA14kfIlgdSQleX3b8Uuhnl/OuHAFxkA6hrVO3vMTnRTppkYGNwWhutxF7xH59zlncvOjW5wwVEVwr3JxcCuHS04VWqMi7x3r1+e+5OHpgJl3GbcveMc2ktDYvF3IODhbgbDWcB2t4T6fa8jfRcKP+MZDAAxvvWBun00UMBnZj0TJW8CAdFs36wkRub0JiqZj9WBARtVerFW7vGItmJymlGhrdto7263ouVTkegTYW+zG071nl3dLRY/py8Q5CFr0/uFzGe7XRe6hshv3M6n2W6G2I9KWAEILagz5m1tuM+rD93/pSpe1DEbOfM+3c6qEvBRD8uypmLNRa3f6fQdguvRM+q8hr4Brx2pWxXQxVJiDS9Wh7SfvOi7LZLtntw4R1218u+6AP/ViwnuBGud09uxTvHBX9rdGu6+hJOQTfZnZzL8HrtltIEFwuZkwTqQu2LOTyIgb27hlRweVs50DC3jv8QX4sBHL01dZmWSK2ru1Lrk5KaFl1/+y7f1eFgyrjvm3uUoAIVF237eyc+QfR79j5fEGthsHJvGPn8+4mBhbGqX/Hzrsr8+//7p9hYmJiYmLibcZ0Fk9MTExMTLwBePdbZ+zd+WOM7A4szueT+rs5xPTRxwdp5Op4BG3I15vsvQ0ZDcLHyIM+enIk0Tg6cLOnrfagV9hHHJU9a/rDwcFqtnTbibHt9sC6qBv4MTGyORyxh94xijp0aeUp6lAnRsbJUDOXrCNhYvSO2JKLOpSLkbHt+hp8LlVdrhdhYKBz3LcYMzka6AId6TDS5SPiqz5el7aLRiMfKWTS4YEmYjsA7A5NgwDm8MoeuAVhnI2WYS5Z9aEEAs5mTJkojiCMs42w33TbL0vEL/y9/6Wy+eKf/Sbef/9LT3+nFPHwoB26NoJuWYLTObYYUYvbdyUEcRTyH4anaKA3TUD3+4y3pnY/qKhhi0lD/UZgEBipnBVNynbUVzbkyTzhx9Q6Eys1P1h7yegIj3TlbxehehtD6SmahpqI3RzDRnagUYd6m37dajbeiYluHSVfHOf4HOkRkzTXjMrLRrGZSFFqOgTapkKt822O9dHZdvIu1czbtehwW/3r639Vt8cbXgAy6zOJiSQeBOAya3rvWgaXyViw9dF4FSgmr8QBWem3+g4K0TiLB5NgCKycxRWu6i3yr/t7dBGqaeD27WrjJ9s6qmhzCU6KRITdOLJ01iLsKHEtiMW9jExiyu7HPbGmcS+luvHSdGn7fvbRzzEaJ3wtnpY7am3WUqvXtw2MczbpGJuUGCdVnuokz1NM2Lo9by0MwFKAJ1zOl86GAOj9k4g0JqVHm+wHMBuRYi8f8viNoi8yuElmtH9iHcEOElhteWE282QA2NJXawc7EbuLJWExMi9EbtylJWlHdA0gMpTSa1SXRmrxM+W6RJysJrCp17owXnT70LJX944tKWLv9rNlz07xPAXB1l3Oad9Zep0IQXA2F0QYmuJagoCod0w/Rll3Nizo37EnIg61Hvr32UoujLXL6aXzm6Wj/9Y33nM2ExMTExMTbxOms3hiYmJiYuINQC4FKfUac3Q9aLnhcr/h0OnNxigQ8+HKBBzubgcWKQZcNnt7mpRNi8j1t8t7DeMg7GgdRYzOsbBz4DKTKrPwOFLzcPhwLeQQtFYeUbvx3qNpn93+phaagdjZpSWArGAcKmK8HZikxI4mEDmruqbI/gCfgJV1u5LYwwnG2gnxxShKz+7JptO2DZFxMVHnJIxlvelkhcDYdhsJQr5/jEOZmVW7imgazsdnh2PqfuOpBUMQHI+9/iKcoyRGxuGoD9OcbuJiRzRQa1aHPDEKavXp9BrTKQqysSkl4yBd/wRGKVavs+BTn7rpgq9rUmMD8NqXyxKR0mZsokpnWaKKantMp7eJMWDr39Xvi+NxOhZ/EPigeNGPw1f8kft0UlV/X3E4GidIFBzulMCs66n7F55J4PgsKcsYBcc7nTaogLrD8JACjkdjIvpSTwyCoykjsaZTTSk6r50ERo79BavgdE9DYMRwmxdDFKdHHCIjdOufRHEOnpBEXToTYQSj+RoTg9DtD4RQsnGmBAEOeo1ybA9R1D5jyAiRBKtbo3QUqER2OpYt6rvvH8ZarLax1qENkdx66LU3/ZrJgZQDKsaAasoTk3bgSmIsZLRIE0O6NbM5WU3bR7le+Hu0Ya+BG0U53ES4XQzrbZagbJgJKeqxkJLR0iVqHMGqXgFGZhS1Bh2ZnwSHZ9oGOav8Yww4HC2VrabPDnH0/pCR6BCsdh4QVpfSQhQcjrquEuQqY3KzsbcvYxSEbj8dAuFwNP0TgulDhrAfC/07xUKIQbdrWqOyIWbA6OTGJODeJciEFM3cERnUX9Kjij1rOu2UAuwaVqt25KUowNHv0/snIbDec8LT2ofIONzp9hDROsZt3jb7QBHlzJdBH7I0yupbeQSHO9+HSn84MO7YOJ2jKEewCIOtbnAK2KLWHw7RzpPhepmigeiqm2xslMOUWv379Sckr4UdivapL0lQYS/I6MseMQkOVb8bzNHMbxF3R7+2aBvBndF+tpdjQxD1jfKYjtIWDoKjsZHAas8tkd3cESKpCGkRdutzYzu6vVNzpzUxMTEx8bZjOosnJiYmJiZeM77xzffx4v0H9awUwsNDT+FYcH//oA78hUlHa1wjBnSEZTH01vWq1XR7IibqA2j0foq6bvXUdTlXRR+3LvD0aaUoR+eSBjY0oJO2DlTS9JS3iNy+rmQOXQjFOCxDEBXhyeyjZkU8hXHZijosCRJUPdqhc4WOpGVV5hbUsCsn6pAqbstKC67Z2P7ZkbuD50bPaKJ2S0XvP06LT6cYKsGYPJ0cQdM+x8SGbg9g2ZVNiIx9szbs2t7TyWnKu1ukVUcBLuzaPueiIulINBVm05i25Yk4m3G2LJ/Gpz51OwgKIeM73/mystm2XV14CEEcLWkpRdVDxNsQQT1jJmOjD7Y+El4hsHH6kz8C3rRo7nk6+bHDzpNhIDFg3cUjf/3lfNGUtHEgVcBVOYstdSrQ1gC7rju6WdGUryye0j/Uqg7ZiclRyYJE00WTbw9mzaYQUQc2ek0KoQ7WjWjWDc/uwKY9Rq+nCJn1uLr+keApV0vJKrq5rT+Whtqs/QJcLvpyEIuovQYPbBoTjI78duOsktrTEfk9FYl5ZvZYQHPc9GmXWrAbggybfy7saJ9ZWI2PPFjXg9kLgQCye7Oo+4fQohGlu2AQTF7AozO/fzf8eCVUtacSyU72hVnLZohoRxIAcBDs3Z6BaZBXirqtye/NFrZ7MU/Lzea9q6U4rW5mxnbpozfZrQUSSNdjh4smDVFMexTUXBVjjIi1aZGg/X1I5gG7T9UR9KPvjbbP03s8N15DVe8Gs+8f6yBkxqCfyUTyArtJJ7m0qytz4qDSLsWzFIUgat9ZBhrFEoMq8yN9vxr3ps0IdH03bv0or/BuhECurjDvBoeA3UogEbB3C4cM1oQguh5CvjwpBdWvxIS82TUqqXeMAFeetETVP7UWJ0HU2qOLkM7Zs1qJrkfegS3vav0QicpmY2DfMoT1JY29ew/3bcO33/0uPvOjn8LExMTExMTbiOksnpiYmJiYeM347d/6Oi6ne/Vs3xgPHaWYCDm94o13czBC7mO4OXT1waKNEG5aUub01aDpxmqb7VLUYWsJrD7yAShqbaBFDNi8dkOTHaK4etzvRR0QS/CHlvcPWR+Es7c5XzalmxWiPpwFgPN5UwfWIuTogc9BH9jeHJ+3tPatfEC7dpTTH9j2HUVhhtP6qoY4vDmGtY3VvI7uQLD1qY7E8P2TDXX2qO0fHryDwbW9adcQfBTz5aI1CC1tKtAuDVzMYbk9oGyH/p4C3NZrN4fan/vcX1N/E53xp3/6p/gw5Fzcgb79e12ze7Ztuzo4TEkf3o/o7l4b3jDfqMWb4bv9QcYW0wf898TrgtXW3WNxz0a0lnaE7LvWLM77PqSjJ+7Wjb24y1Ig7ZwerT+lkFpH981rvlZopwfLSBdWz+9E3uay6TKW6p0pe9Y2uVQ338telK7xtaoKcbeX4gY2sbp0LMLupQBqLarcMXonlc2rOcSMI7hWtY6ykHNAlaplOojJrW0gVpqiRNWVWTYyjhJNwQ0AeyTFRrJnQq3GiViq6h835vBq+8e8j/dC3O8fd3+hC9D7mj1/0J7q9mzfBprWQqoPt93vYULQGtuXs9/DRLLPdmcjoao+y7U6RvKQ9TjLOfuI7ar3YvteLJs1Sim676//3V9uyHkgb0FV2ewDPVkC0Eu65tycadqI1O8kwL2/YNP2W3E2IbCSftku2e3LWRh7f5vhtKEUXa8QNLvRqRR/YTSK2nfm08VNytG883beenret8+1r9RKXUi1oWG5B9D297pdyzW9/jsBpj0qiFi/G5t/f6zO9OWSXV3EXICgU3b9HFJE7uaK0ykj20tGqyjH7ymf3P46Jr1O5BdZMRe0qlXVh+2/Ne10WoKx8etqKUGN+32HY9HIWVS9MpqcQb/3zoM1gUjPFdslqzkZAD7/3/0h/sN//HOYmJiYmJh4GzGdxRMTExMTE68Zf/CFr2DL31XPykNVh5/hENXBGtB0dHvqx/UQcHowN8uhD46WJeB8vgxsepo4cREvQAWTvunuDuQYyqbRRfpoiT4vIkIuxaVtKS1LqYrCMqXgD7eIEELXHmtAvbeHzATp0j4sEQ/FnYC5NrP02o/1e7JZA85Gt5aoDtrVl6e3aZTTxjFsNMxGDlQmVg4HIh/dw8zOeVGK6Vchp0NXq65HjF4r+zH9W10D8m7bg1yblQev9aspngd6wFSVfNySBPl+0D+qzOJooJkIqaMEDIFxYj2mj4cDfuEX/uOuDsCv/uo/VTYhsDvwKqWo9ggh+EMxE4me0sjG2r9F+Ph4mYfQrftx/HDihwn3RQ+SBazZDZpYqrIpxeuFtmPwPppUO4bbM+3EY/FrZHO46MhIb2Oiv0TAJq9G86/TyTxwyvSRZkKwS2TTfO3LTMjZULmS3tUwEarR4hQjC0sDYd8mHWvWzaLXpFGb2ZedmZzWM5PWlyX2EhQhmAtlXN0FlhgIl85zxCwunZgYueh0YOolUbQDmQiwOrWBsXW/Y64ors1MAQngQdvbNrPSESyk9hDNRl+UYBawGUOW1YXI94+9mEZEziZGUZcAiMi9LzEJarf+ExPE0mAvAaXXtBYGm3c8LgFbf/lSyNtETTHNTM5BGGNQ2r7Xgmu6cxYw2/28aXsetBmz1i4nT4cfgug9pNnjAU3Cpr/cx4O2T0lrzhIRJFibiIf7jkEFrPbgALAuAaei87I0y8sakEv//vhxl2Lw+r+mzRpF+2C/qNgdvDyM3c9IYATzDlmpFxYG23EmwUSna7r+VkYtH0RMYEMpvSwR515/GP5dXdagNYor3PzWvm9KZ1PVdxQArGvEvt36kODLE5foLrYw6XZNyX83gqtqVw6+jGJowYl8XUVkmH+PtATzbVvc+resCafTTS6i1mIZ4rEeEh7ubzalZlee//63vzSdxRMTExMTby2ms3hiYmJiYuI146tffg/1oj+ECe3D+hHChLSwsikFWLpDhhgEUNJOFaDmRH6yiQwivfwTEdZVayHbj2Mm1jbBf5gTEZbOJgQfpUpiNHID+6gY0eVhZk9XHAmH482m6Q9a7SuvM2ZPcEUEh67NWlRVNu2h697SgXqWkngnAAPLqg+p7OkFCSPZtjeayk1XuG9XT8FNTF572PYP23bV+nvtd6TGC4HcIbMEqw0N2DjYGBn1YNusIsSurolRjSYhMxS1XnsHtE1lKB3sdvCps2p62uYCgjkAE2Yc7jTFZbA0glHwrDvRZwb+3X/3Hymb73zny9j3L3Y27DSdYxQ8e3ZrtJFeZoxB2XwSYB0LP9i83pQI49eBt+wiwScAv/quflf/hwX4Wz9yo7An5QJuePH+2a0T63HRmpEScDiM1q3OkRS0Hj3Q5p3e+SaRsVajxRkYodd6jIwVOh17WStGcYfuEkVTdQZ/Eanl32sN+0s1Ier9ABFcJCAzY126Mg4uoQjrdACgQjuT2tpmNGipGOpuwbp6G6VxGhjranVQ2/MnG2HA7Bmi0XUOwlgX68wn9TsRBpOuV1sT+7XeO+gkCJa+jOTvvwQRLGYMwTojzX7gaqIm2iDsxmJb3/p6sdKLBpoDuXbrpETGauoqJiI4BHZlDiLg0F+m8+VpY7rLWxjMVneUldOdmJ1DOcaA/q0nAMU4NUMSrPZiZzVjMTHWOzvO1J/gyE4/uznY+7FIbtyHoC83COt9OQBIiDrKnQXJjMUUWVEhkwDLavR2g6j7MCKEZbHlIdT+HWeCkSW/XlDR77iIdp7HwDiY964RyWt6/oNpDxI2l1/Ij0VidVFAwsBGGKXXwBXCcvRjUdE1B7j+kSCqXUV8/8QoymHKTHoORBuLZC4FsMkrJtEXB+DbNQRxZSylqAHZ2szIopgLqU0H3M/d/V5YQlD78pa21pBmJqwHP876tmeuWFZ2NtL5gZkr1oNdbwKITTqmn1MMV1mBDmt0utt2/y6s2/XrX30XExMTExMTbyums3hiYmJiYuI140tf/DZevH+7pRwTu8jRulZ1Q7xRI+t0iCoeOpuR44QoukjNWqBOEpkJD12Eci0AwdAuHgkP9yZSkxvN5SOOR50OAMgF6pBqPQRVZgDYDDVmi9o1emFFU0qOonYrgMtZRz9ZNjkiqGhs4ke6tz4tUWWs1//p25eYtE191ES0NlZnUusTj210mx2O0bVZCFrXaz0E3Jv+SUtR7bEsjPPZUJCuglPX1jHCayqD8HDfRXgIBhHkMGX0njwW32ZNm7OvO7m6WpbDwxE++pg1td/xGHBvoo9DyEqj8XCoeHjQdU25qEjvZSGIHLXN+mmIPHv6WwLw7l98Q9kQAe+/f6OabxF+Xr+ztwGm3tlrwUd1OP/QOqonAKDmgvsu2qjh5YPi/sVFR1IRq8im9kxHKRMR7u+Nbq5xFh9ocWu0lXioa1LzPXCNvuo0k8sSlP47ACwHHdUWojgK7gMlVUbr+AMAQlJtRuQjYO/uyLWruxhCrKIXr4kpRxLI71mIoZxvR/h2DQI1V9cacTLliVHrwuaU3X5kXatq1xDZaXEejota72ykYqtGUnW1dQDanTTdrs3Gsro8PJh2NQwyRIyTazNC7aNp78i1fdOOvZWpVjjmlbQENWaWGh37RxuLt2dxsM9b16TW/xblrUxwuAtqz9LaTNvQneDhoWtXIpScTfQ3qYhCoGk998wvTDwYZ6wuMxKT2s8D7QKkKhMBl5Nu1yYl0tGL14jLybybq+DS7eti3p0kyboyzietI2zD3ImSesdHbbYeIk6qzYC8bcoxvx4WZQM8XiK7/c2D9mgXF3qb5NJpe0/9u5NpsxA1HXGt+AAt3W7Oy8Vppy9LVGM4bP7CLA66jDd5mhvWQ1LjjOm6V+3fuzvTZtTWl56qnIhcexT3XeLbnglKegYEVR4AYClK27isvu1j1HrmtVScTbR8+3a7/W7fi9NMPhwX823Lbp04Hlcz5zXJpd45ezjqd5OIkPOu5rzDEXi4P6m0a61qmaZn/h2vgHJ6E8HZBCPD9JU/+yYmJiYmJibeVkxn8cTExMTExGvGX7x7r7VLWVCN3t35tOkIGBHnbLpcso7miOLok+3fIoy9FBWps29F0wMyoZoDy1KrZYJ00Z21OrZId4gHkLNx2oPkI7Ta4bV2stZq2uMMRXsZgo5kAYDzqahyR2YUIzC3GU1lEULedf1L1hFKj0yZ/e9K9Sq01lFfB9FoRpbtaqdhDwNHNwUuZxsJzqiGIPGy2XqIOyHcLlndqmdiZNOJ+6WoA2wRcjZ5H7SZqVsdjDMLAgEmUiVfvJUfZ9ZEXHtsjupcwEHbfPpH/goOdz/+9HeMhP/6v/onyuZ0uhiKWK/td7nsXu/vTcEbWqwfCF6BhvqN8wv/MPXPG4L1p35a/X15+BZqsc7iAczgqVVPsbVWmGUKIB3xOVp/S9Hrbc7FMRyUrJ0XOWenZVuynt/3XJzDo2Zdxn0vKLY8WWu15lL9GlCqS9uilvEa0D+r1ZcRILUM5gzXrgyYeniHWKGK2uuXXrKi4AZaZKZmUcluLs9GX7aUgmplIarus1KKm2tqLqjdpuBW3m58lKrW38f/6suUc3ZSHsKaOb3sfnxQDXqcmf1Ry0+Hf9v2eixv/7ttz66fCbqft634uY6szWACL3r9txrCAFAKq+f1qjCrnpWsIlCf6tHvn4uvR4tc7Wx2P6CFGHu3/ygDnVxLz7sPNLjtvm7b/D4c0A7DshXHvJJL1cwzBS6aMpeiNF9vz7uflTLIXzOr5N3vjVuEtNYNHrVrrn1ddz88WPfP5bK7BiEm/Q102VFhnee6zO1yiLmkATPnjfZzBajdTcYMtLy6ywQ5F/etQqQvA+XBnCtGHmi/DMZiEOzdt8DlYXfvuIgo5/nlbDfLLUoY3cWNy2XcP+od3wbiwoCb866/7p5V5L49yu35I3LenYZ1u8Dc637vrowSNC35dvY2MQpO3UXS8/3uL+gwo3ad/61vammpiYmJiYmJtwnTWTwxMTExMfEa8bWvvYcUgP5wa4kMlP6gglBKbjR5V6RV1EdwRbsxnpab1+xwiHh4sM6uFtHyiHWNgygIQuwosK02VisRqfLEFLDZCFRmZROC1woTIcSOxo+FUczBYgyCPWpdtHaDvqMFi0Z3CwAqIXY0gssi7pyCbXscotOXIzLprAFnE/lFzI1m+rE8KXiNXGMTorjoBTFt1uikjU3Q5SEid7AUgk4HeNTRvf2dFnIOfqBCOra5ZWWUotNhJqRuvK5rAMFHfEjsx1DAZnSwhaHqkVJQkQpA0zsTM4asDbEei8yMzRx+BWE1zhq9dvZjKNne1wfP6xLcIa4wYen024gujooxxqgOoO7uVrx4oXMKQdTv3JnaKzkEp9fwY8HgMsbrdCDPXv/4cfiJn1R/b+9WxIfbAbF1QACNNcNyOqclKBrqmIKb8zloR0GIATEaR5+IisiKJoq4PYsqMjFEcWwbYRHlhAhR3MF4DIK9k0sIQTu62jOBRKMxavRdR+uUpa6XoOduALBU1KN0RJJa34IIQtBHHy26V9OkhmjYJRJw7uomSRCKTietWu82RAE23x576JlOWDGxtPxF508ENoMoJEbcdXvUotssDNrMMoAEkSZd0qHpufaavAIxshgpac3VIJ6KeVkCzn0UdWDYGTItotvMaFw/ladzrPF176dsAmOLg/boNjujfiXSlxAkBMSoqaFFonqnRCJSfMk7JQE1+Xe8j6KOIqBV2xwOEedujxQGGtuHNSpvPjOhmP6JKWDv9V3RnLe9fneIAcHqu8qj9WNdAaNYgwAd6U6AogAHmjZ3VpTBhJCMTdLOSA6EVL1GcT+GWBjJ7KuWNaA+dGVmAhu96nVJ6KemNnXo9yUFQTH9WgEzD5H6Vmh105dNRNjReTMx9lzUb6wes93XMrKiqgYeo+y77yBUBEOTvq5BMUU0bW6dV1qj4k0igtNMXg7BOV5r0ZcVliW1i8Z9WuYSU0wBMRsKdGZF1c3Crj1sBD2zr2tKOtK7ydxom2W1NnB9uK5JM0VUOC3qpuvcfXdQbRIBqj2iosoGgPe+/T4+/ZlnmJiYmJiYeNswncUTExMTExOvEb/1619GSuZQj9vhwSNEGNk47AikPrDZaBo+Pov94Si1UN/eYShM5sCwopLP337MA9D6s0EUnXLLXx+KNE04nUaFtgnC2I1eMgblsVq7QFWagSyEknVmxFB1bZGshD6gQoSxdP3Ror4qONn2sFp/RR1Eh8DI5kCZmJRNjCaMB6P2INdmBK2PKMLIu2975YQ3FOEtHfKH8CYoR9jbVBSlPSkB7jCwVpiLAoRqxjDMoZkEQjAHhiBWfSbB6xzD1FWYAVtXIaTUaTGzLw8xlDP/KfG+yMyIXTqP5/jca9Ax4ed+7u+r333hC7+mDsJDCM6hzMzm2ZsUv/pD5I782Jv9FUKZJ9547IdnSJ3uJg2EYh1tKa7ak4aS1c5DxHaP4G2YRc1DI5sgeg1mZu90Jka/vAkTYOdF0Q4gYYYJxHPz6aOTRpcZ6mIa0CIquVtfmJpDUCdetdOM4ByfIgTuHGnM1a1TIdj2ILfXEa6IqdNeZkaMXlu3XxeYWVETA1end7rdxCIC2BGCkGuPmqHao11ee9k6pcvTnkE5FkngbJr2dN/2g/YwfUHEzkkjgRGLvgQYyVyAEL1uEwHRjXO4ulIxdLzmshjQIjX7ErU9tSkjk9pHElXvxBMGcX/hob2vyiaIonAWZlTrHI2iSsTMYOt4FEEKfT8DHG2bBUTjiKZSlSOYRb+/ABAqNM3x6L1ndhTw1okoRCDVj9W9d8GeLpLerwLXMVT7vie1x3+sR/+MCQjBaoWzc963yyZmDJtCkdGkHeXfZGv68QFvE+gqW3PDKB1sepz5iy2aphxU1UVKoH0L1G4MEyqCkFs7ep1tQoVAX5xoY1glDQGjn8Db5Vczx3FUkbzCjDUZ3W0mxV7FLEg2HQG497uSf8ftO2a/SVs6g7lJWDv4zRhqZdJOXrLftwQwRG15aTCfphQUUwYRIRibz//LP8Q/+OW/i4mJiYmJibcN01k8MTExMTHxGvG7v/dVp8l6OmkarJQYFxOlcjpvSjcuBO8c3TbSUSJEir4QaPSAp5MJLTKoteD0YDmmgf6Ash6K03u1OBwEDzYdc3i8rowHo6HI2FTM0pII54s9oAH2zmEaotet2/eCLfcHzKQPaACUkl00ti1jMe1R4akRa2Xcu7pCHdjVyniwbW/SWRZ2mpIEc3s/EjbTHufzpqKqGu2xjZjacel+N3JXlZxx6vTvqiOKBkrV/TqmDB31PdAfUB2OjId7O4ashiGr8rSCV0XrmBbC/b2Jhrps6AObRzrLOWel9TeKHi0l68gNwF2SOBwEy/pZ9ez587OiMFxXuH69XO7V37Xqg9FXcif+EPl0J3p8xI6f4+UjYjA3xAP+1af+1tPfXDL+5jd/W/+K2VHJ3t9fVGq1VqWvek1NRSSXUnAezqc9U4PXdxXZdbRtIEeJm1JWOvVEQDFz3LpnPJxH+Xc2JTqdSzvgao1O+9FSe9S7jBfPPdVtj0POOD0YxonA6EPo9jXgYopjnT2PEhM9UgIu514/lFCyzmvNbLRS/fho/frhbVZRcTk5fQRNQV4KzqauTVC2p/XNOFumF9LaxvHCTr4iJFb1ZxFFwQ0Ay1qwX3SoJsE6uHVU6GApbfvKk+1XfemxVnFatpZKvBwLTnbfwKQujO0rO21fuwfYzuQi+kME9k6v4kSiqGYBYFmK2o8yAcUesdWC7azfKTKOWAA4u72noYivVWkNX1NTdrkwzrZdSdOrp12/40CLEO+7Opw9q01MpBiEiAAb6t2iW/WLZrv/UGWwr9WkCxXB16Pa+SN4rXLF0wCUIm6uJNFpbZuXAJEAlC77i3hJmJjYMSrZ8bmu7OYm65Rf1uAYnh7r8oh6KOP5o3u51lzwcPnw77CcdrcuMAtKV9ntEpzMUQgBZb+V8XIRNw/GFFQk7+W8Yy+6f5Y14HRvtcFNvx6q01H2etkJ9y+8znWPnLMfQ4aWIu1ZackDbW7ov5fCZcdu2iwkVu145s3V43d/80+ms3hiYmJi4q3EdBZPTExMTEy8RnzxT991J2nGD4sQxTmL7YdzStE5dNu3vqYCtjb2sLAdMOvEm+6vpji0B8zN6aqp55yGIDHU6e0AjUJO29ijj6aVpQ8JrGM4Bk/luVetkReSYDvrMm67PkiIkZ2Gci36Nn/TjzaUbcQAffihTYsW+3AbEQGZ9rDO2BA9xXMt+oAuxYBTtocvpFQDR84F6ySIQbA5jTob1eQPzGjY9yayhgIAJzasEMS3Wd6rOiMSCrBO5lxMv4aAsznoapHGvQ1j223/MOgl45yJTVwT8O//wn+s/j4eA168OKln/9X/5z9Xf29g2Pj1jw0/LE7E72tA7w8yOnhGHr9pcK+ICB6op5wsjnJ6BOtoa/PgQFzXPbCOYNEUsc0jon8lovRjR/Nyi0LrHEJMbuqmwTrtSujq7icVGnkRLap3qhFZzWKfjhAh93kOltogouhFiahFLffphABYBxkbZ0uIgwzsuhDwsjZr/WEZL0wkKYnbW4iwvgxG4uoRgqb+bZqs1mEYVWRgi942UZAcsPfrdHUmLUJ55PvqwANnqYWNzgb8mluL7/vAjP0lNm0PcCvkaAyFEJxUSHuvOpsYsW1GhsMUOwQZSH6IcmsyRRDZ/Q+rcU6DvY3r++oZDWIURWHsNNHR9pG5c5pZfXGgvQtbd+OiVr8y2fEKDLgzyM8fdiqw8yIw6PsKWFXvFAW5ozDOg3smKQZcuj3zSDc9xoTzfqurdRQDjXJ8e8melXj03vs9ox/qZLTsR+NTFMX1QOb6SvmdlQ3BUHWvSTlMCYQg+rLiYY14eDBzk5iI4CUY9owKMbvYGCLObGSNyOphD+ZzIbW+WWkE4FEO6VaPRseu07LU1Pvm01mWpC4h5B0D+YiEfTcXnUxef/SFr7u0JyYmJiYm3gZMZ/HExMTExMRrxMPDhmXRdM6WqrJpmfZ/szu4SCmidrR/xCOHsrhnuRRFEbesAUT2Q76C1s4m6agR4KontobORnB2t9dJ2TRdKp2OBMbS2QTRel9Ac54vq6b/KrWqz/S4aA3BR+u+ruviD6yEaqPUfLRZg4t+YQFSd2C4LILzydMw9v2aEvtIDmMTxEd5NRtNN24P8VIUlIOOEC6GqnFZgqMAJaqKUnJdgjvoY4FKJyUBn+wBM2NddL9eNjOGI2Pt+zWwc/CHoG2YSR34AoBEQUr62Z6N9vAiOLqLClDnc+sa3OFcFIZ0NH+L0YhrddOO4OZg1xVJSVNlt7qaNksBa11VXX/lV/63yuacfhXH8r6pxCcMbDrmLcGwJ15n97x9TfgJgPVuOLcJDqs+cD+dNve71diEFLGa9Z2FVdRSitH6ApvjQDEsBOeMjSlAOg7QmERJCgBAXKIqowT20bZLUNFxjdbfXjzz+u6l7uBu4k1RkJO/EqP0mUNQ6z3Q5uHeiZdScE7ltAR10SsmAQ/qYfWRg4ukFbV2EhPqbh0HAcV44HLOqq4hBawmbbtPi1E7EIGrrvRu6jqw2W1djccyJcHFSDpk0/TLGkGkdaatQ3k9+LWzsRx3FwpTwFLtfoMMI0rEsioTsAhK51WNQVBWS2OrL7WFIDAkHEhLVGt3CAwyx15pCaoZmyNSp7Mswd/OI6N3mwKc84+1xMiSxF8KkaA1pM1+8PGZ6tcgqIt5F1JQe5AQ2V0UiEtQ8xMzg4OeZNISlCoKgVBKVtNajIxiKfKdVjm3tu3rSqzeD2Zx9MAh6b1+Fai9LwBIDDh3daXIWKoeH2kRXDofHjMhiNUYj3q6Jj+GYwpDh6QqTwqI7rKgjpQNURDNHC+RlENbUsDq5vOg9tEhCpbBHKe0jpnAhnJ7WSLO3F8QIlDUY7i995bKndRcFJeIauYdYl3XGAMOq/2G2FWUcgiCZdX01UEIl/Ptu1OEsZg2S+a7U4RxMOvbskScDWV/CUXXdUn+8lUR9X6kJaKYd1pYFC15XCIWI2UTor6wdToPbipMTExMTEy8BZjO4omJiYmJideIFy/O6A+aWACY78tSivpoF2ZP22WdaszY7clX1besWYACe/BjbmLX0ljmSJ0iqUODWsuVqrC30dHIwCOtVx9JgZfajKKacq7qgFUCoWR9XFeyjiZpZ3ekjHLREakVFcUd1doI6urKOELZs2qzFrFkbHJW6fPAcVayprhuAcu+TOTS0WkVY1OubNL6rEUfBdVase/FORws9px1qa0QI9oNfzUaycdhlaJtRkF5peioGGYAxCr/asZrLa0Ne6d3NdSeQBt7/bPWitqmRaCYU0ayNjp/Yn94W6s+mGRmiBGS+2L4aeTyjae/38ELLC+JRP++4RPol554zfghGFOD2NlX+o2dd53N6Jn7W8/5QzeHo3EdWXkbn1fReRVvU2p1B+4tErBfh6yFu9fjLjk9pqNtRiC/LowsVOMX12UV0OtJrXDeUoJ7xmx3Ez4MkwnIxsQPGb13GPmv3K5luEzoKPJah5kZCt/qomSH7UhuFA/L2Pdlyd6Mnsp5tak+Cpa5qkLUwRgqpaIqauZRmXTibTuonWgtH3/J7mV1ZSLkLu1asnvXCIza7QtKzYMSVtTaRfvm6t/ZmlG7Ds97cf1PpaqBU2tGKUVdZijV2KC2gVT14LPfGizaYVhKdfnXUFUZS959Pai2vdpjPTY/P1HV9d+37MZjrfpSQvteqIr2uxRAfULV6zdC96yU6tIW0Q7DUnzELzGjdpH/OV+/PTowCfbOpo1Xk44QsLOysXvNtqfV70sbw70Gr5kbam0XXvpvuGao6xoYpbtcU93et11i6vsM9ZGxoLPhqL/NCoMdW4H+8M3XPfuHfUOVUlBrUZdiiPy+3l6aIXPZAwA4iorOL5Wu0e99OoLcX0DOcA72EES1x/37NvJ4YmJiYmLi7cB0Fk9MTExMTLwmfOMb38Xz55qKVoRd1O7lrD+AQ/A253OGcrJSdDpM+65pvFISnI1uWMlFUZaFwC7SueWn9ejsoQoLuTLakzDh6PSkzi5CIw507XZ1GLWu0emfbbvWHkxJsHseQBX9LEL+kI3h6mHcnhD2dXVU0UyuridjxOTb4wJNkbcsPqo7l4qti0AYUmejqt8xe50wYnI34YtpEGZy/WEPOD/IprcjGvTZltX4XBa5juvepuDcaf+FwLiY8UkElf9tfN5+J0xOw9BChAdjT6PVVed/JnuA6W32HSraOCVyGpP/rP41nM4//fT3/+ZTv42/Hb71oeV5G1GrP7x7o/CKRXu9NfjwCCjgdZfvkwfvj7PhSnSNJNbPbE+cTpumoxX+gN91f7FPO4Sq1rxS4fYApVQdhbh71gOQTnukWcyD/N06IOS0S+3COEoHMM5OwqCuWvqhlOq0QyuRWj+2rXjnk81/8JK0eth1wKyLwWviVmSlb9v2RJZCWK/DRCNpEKj1fc8VebOjjxS16sb7wMnq1zPrZB6tec25om3Ots+I0DuiieC0lyUEFSFdix+faSEVNbxvrOiCAWA9RD0+z682PgHdvcPxae5+tX2CoZgW1v0KuDKWUExdKzYT1Y6VFNtM3vJV8qUrzmq1sAHAOrHgbcq1Mo82RL7PWq63vAhOY7xJivRO5urGRzI0x3su2A2zzLIKzl0ZLxcv30GcnD41i71dMZgbh++0YQMiAJuuq91rx8iKCaGUit2wxsRFazbvW0U2PNe0RrP/3L3TmfV8MSKyluBZa+z3iQR20jEkrC4YEJNLJyZRa0Wt1dGtJwT9Lubs6NxX0flfLtkxLLAEXLo9+wUF1ezZmVlFjF8LpRYVJvJzipAaa3Qtg61rPz7bWmGi6teovo+2LfsL2Ecxfba79SJEHel9uex4/t493vn0ERMTExMTE28TprN4YmJiYmLiNeHX/tWXYL82W8RhR10YeKC5pW+TPzrD1CFXGEc8Kpq1GHAylMLbpqM0QhJcrPbvrqNdlyU4J2M1BwbNgWmijFrpb7ViHY3R6kbuproNrWk0mvpZO6jTDnZ7iLBdskorJsHJHGLsW1GHBmlAr91uuOvyWOpsFz01OJQWIRelYB3TIRDO5rJ63nVYdQiiDpcBKCcs0OguvWZvNemw63t72N76zEbe+MqNHMoWtoztUoTVUNbRWTH5Mto7ATF6He7Wzl20vgyc50TK/zO8FBHI+YhaJFr3DscAnHX+xbywIQrOm7UB+sS/TJ/D38brcRa/3BU58Tr93bN/ftAY8U2MNFd1xOHGho61ZKdn7pOwxK4tmlI7UAfxtqSjdh+pVZUJ62hbkI4wuxqpZzSY+Fw6GK1xgwLApuUvaIWgWVGsQxN4jBbr68quO5omrl4MRu1hSufXqld4sYkYMI4tQTCOYHF6tyKCotZhbiFrKn/DVT3QLmU27BqDeoD1mvdoR2ovyc4B0ksztLz83jIGVs5R7v73KR0xzmKIz0sspTM5hhEZUY5Uu2+sGF3nUENvpMnLUDTYdRD+HBjKQVUzuf2usGDvtGLKXl2/MWXUcnN+5Ur+MgMtKEZzpiCjb9tcxdlYyu+MjDLYS/YXRXLVTnAAkBC1jvFAFFeCccYNdGJFtKZ3a66BFrTpkrLr/V5jibH7f6NlO4iYD85h6KqBEARnpf9bHPMSi2h5m1yU5AjQnN593caR+AJ7DOum2eplcmLSl2RqJRc5uyxBOcId6xPat1/eu7E36Ff7zfQ4l2lGnA+am28Q8ZT4lILWRge5aONgKLZLJRfJu6yLumCQCzWN+Q7rYUEp9sKHLndakvs+NVM1Qghg8dJK/aUHGlwG+7V/+Yf4xX/4b2FiYmJiYuJtwnQWT0xMTExMvCb8yZ/8BQ5Ho8fGAYfj7Ss1RXFRoiykfhcCu4/9IKxsZODUC5Fw9+xmQwTse1afujHpA5yKRvuXoigb+/FNDByPrGxs5I8ExvGuc9gFcREJEgTHrj1ECHmz9WBl0w7KbHSOwB2UGjqyZRnUg0jp+sbIMOf/TTurr2v0ztoQCMdj6H5Dgz4jHLs+a9G//rDoYAX6qtHsTQKCESOkihRiZxPcQQ8z43DsLxMwwmYO/ZhxPN70xlrkub0YIDh2F+mb9rA/rDp2eY0csTEFHMyzfa8IQffZyBEdTF2D1eeLBOabTYy+HiEJjnQTVRTx71BMjKO7uGEOopLg+MyMPUN5nRZxThtmoKsGvhl+Av/cOMJ/nn5fk62+yRG6HwRbZH/W+/3D9KpOfATsxEidA+A5PXNO3zZsNbXnb/6Vf0/ZPDt9G3/9W7+rnh3vknIkxRTU/Ak8Rvjd/k5J3LsegiDGTt80+kP6GEU5SCUwQjRr5SIAbmvMSDs+RMHhqNehUjO4O2Fv67K2YTL1iIJ65/Urd6XPLM6pm2JA7ModAqu6t3pE5QhlIaWz/Jg2+jLSlca11+qM4upBpC+IxSQ4Vl0PIb3GxyRuem591unbR0EMfu/CHYWuCKMU7cmwfda83r7NYMaVdcTHJLgjo6EdNNVsTMEmc73U2DN+eMd4XAJEbnUTIYSgx2eK2oFMBMRoyrgIjmY8FiMgElLAcXCxrZjLgXafFAJQ9n4MC5h1e8QoWm9WBCK2P4Kjx7U+/hgZMHq7pW7KISYCrKtxtAmr+5IhVBwWr4fcR44KE1arhxxZOew4EORg9dODcs4Tk9Mabntruyctqh5xMF+4d2hgI+bbpml6W/1f3R8hMOhgx3WASM+swxA7Ny7ReQhjJHh9ars5YfUsBMHhqOcCO/YkiNprA+297usqwuobqpVHswYxE8T2Rwxg7r6HAHDQ3zoxBpAdkOQvMB4OxoQF/SYqBPbfsKYeQfz8KRxwOd1uvbKQ+q5oZRTE0H/XASKL+WYLbo2DkZiJMapvjce0+rUgxgAczXxh+2PQryEG9c0azLcgAPzRF76OX/yHmJiYmJiYeKswncUTExMTExOvCX/2pXdd5CRTQR81EJhxUTYVRKwcUkHI2LTI2t7PuCziImsrKi7dwUMMNq92yNWX0dLStWdk6vGYZndQy546mzegdE7EI/t67HvBruoRXJtVVEVzlhK7SNJGJ90fxBjNMrTDy7Npaxvp7W0AYk3PNrLZXX/4epSsy5jSoD8MLXaLiLWXCWxEbrkef9OH2DzS5fU2vh7MRUcAk0+n1qraPy3soqGZoX5no0NaeUzatWDP5CLo3bg2B5Ui3qaUq2biU3n82AMIl0vntFj8uBKG+l2rh05FBCbtdkiqDreDz78dgN/q8Q054Ivv/ZSy+Rs/9jWs9da4kTOCFfme+GRhEFk4neA/WFxA4C7K7Nv0I06PdwRrcZbVPTyfNnVILwE4G1pb4Ufd1YYRpXGtRTkSKtXBOkiK7jMWdvS4JKJsiAjZON5CIEcbWksGcX+4DmfTnMW3tIb1MA4Rgp0/H/ccfaQiYzProJh6MBEKvbwexehgysCGWWunirCjeg2BVDQj0bg9+r4upSgnHwCwaBsmH9Ut4mlcSy5g6S6oBW9DJpSaRnSwYE1RS16aAxQUpXQuxV3qI2Zczroe1nkvHJUN0C4w9o49EcJmxx5pfVnmcX+o6GeCs2HStNe1ZneJrO0VunElGcWu+YEdxXau5cqCcy2PkKsrqGiKa/I2kkT1B9Xq+iMtWhqlVH/plDiod483cjTDYuVkiFCzfT98XZk1uxAPqJAlQNGpE/v+WFh/t9RalWMYAFbS/bHv7PbEErQNqL0f/bgKo3oIqfWWyduIBLV3JRrRq4uaw2ot7vLsukZV/5FUDIuWFyJq75rqj8FcVKAj2+0YBgCJ5Oph9/brSqY/CrZLNTa6/rtklN20a2JsW/dsJ+z7rtzwbU9s1gaqyskt4qm6QxR0Aftg9vOFpaYG4P5eDqye5Vwcy5eIHg8bE/KeVX986U+/iYmJiYmJibcN01k8MTExMTHxmvClL72nPj5F+Bq52Gli7UXdbm6Ri5pkcM9VReI8PrOkiDaSNT/o4+4YGeabHg8Pu7ntLsjGG3a5ZHUId4vA7OqRs88/65PKXKpzGLaD7K4mydMVP9xn9KScobJrj9Mpq2c8rEfB3h3UMj9GKNv+MEe1GboeuQ7q6jWErVbkvhfNNlnJ0Vk/nKp6RizukJwvWdncohq6MbMXlzYAFaVaiqd03q3u3qBuD6eiIl+k+Mj30wP0gac9kAawSVbPmH17xL14zc1W+q4eo7ZuB5pPNrW6tPNJaw+Hwq7+p5POn8iPvW1j1x/Z9MeW4fqxQfeHLeP/6as/p/7+j37sy/j5+EeDdH4A+EFGAE98CGajf9z4/6b/AP9CfvHp77+a/xgjD72jdDav9Eb+03vfq5p38w6nSWukTLHv2c2X7Xnv1CPn6JJ9VzalVEcDXbJ3kFnkXA2NKABUdQMn7+JsCjSDxL7pvQMA7KSdehvtyLtugLzpqN1aq1WnuO4nOlpZwL06rR6+rr0cRt79el6rrseWi0uHSK975213jq5dWD0ruTitzLhrm1YPHb2Wk9ccbeXs9y5+HRQTsb5tmx97hgXlct5de5Ss084j6tuSHXOMfYNiCs7mlt71v3ff1ixQjrV921GshAaJ+t0FG4oZnzXqCOmSi7ubU4vZK1yT6C9/lb36ehAUvfp28XswZugy0u76lViPh3Opbt8eov5uyKfiLhnVDOTOqZav5OX90Gp7WUtwDlTV1sWNB5D+3rhcsqo7AHAVtVeqD9nRQ5fCShM4592R/9eqvwnavl6PrNE7DEDlf7n4erCtx3lzNhJ02qeHzV2oLWYvvz/oSPhmY8a5rwbK4NsCpOu/DfqDjTTO5bz774aoqaFP99ugP4r6bsoPuRWgH/tVf1u1/xy8i0WPKyLt5N93/20RgmDv0j6fLgOJHUYutzFzOm3uEkQi0ePqYffURtWsA+WxGh17iO2P3Kbm/tmf/enrkY6ZmJiYmJj4y2A6iycmJiYmJl4TLpei6AXXQ1RaU0BzGPYUdy0i1UaHEKSjTw7BH9Iyk6JYJvZagTEK4mKdnFmlvSzBOVmBqmzWQ8LppDWiCFB0zq0e/hCst5HALhpCAisNPbpSPbKhvLO/q1QhHZ3hchDke394pOqxRhf1BIKKDknJ32xn1v3RaNkMZaiIosUD2oFPxx6HEBmimxFAQc94uKziqKoJWpPLapg9laujF4xRsNvb/1xVXsyMUuzhja4r0CK2+7RTDNguZjyQTntZAkrxbd3Tj6YlIFdt06jp+vJoTbdWbl3GRglpIpqCQMQfwvUHQymJjzISgtRuXK8R5UGXkUmPq5SCj7JhMlFHXvdahNVc8Dj2e8q9z19+Bp//7ue6X1X8H370V3W9PGufg5GGxusOXa1V0yi+2o9+MGUBPsBd+7FRgE9n8ccNqsBP5y89/X2P45g+/SWoHPCvfuoX1LP/2Vf/hUpKhGBYbSFBO7qCsJovACCGgNodkkeRQcSjgFnTiNrLLRwE0mkz3i6o2TKaiYS0Q0qCnq8ey93PzxLYUREvS0Dt5tQQtU4oAISFIVlHm1qngYjXt63QmpsiDDL1CKIdqBIY0ZTRSk1EYeSoj1XSotfLEBh1s3mJ2ruMop+F2Y0tZs2ewawvP7X8RLUJMxz1blp0hJ0II7Nu6xhFObCFGXWQlx8z2kaEnczH1bpLm5yNiHbgEmtpEOC6D+v2xYEZxfTrugRXDzZqHSEFyG4j9vXaMxrXTKwjmwfU1MHozRKTkwJJKeDS7XGYCSFanVZdj5aGpfOOyGbvWKrW344hYgt+f9077IQDohhnXNJjn1kQDAX8ssbGmPBoI4xQxdgkrfdK5OjmQ0oQ6yw3V3JYAsTIjFgqZGa56mH39Qgq4pSIPW3/EpC7elRUt86HKPrCIJoJqf0143LRv2OjK92+0cz8EMy+nAlsNMTXJeLU7ycJsELfbX/dDYiqvzVaGXW/VhAq6f0lOcrnK3V7H0VOdTAXRa1/XEixHgDAkgQPD30ZCSFq+urDMeH+vrMhAosuY1yiuuRKAKrom43tO9Lqx+uLGiyEYNfYNZiI7Oq+f5ZDxLn7Bjif3EfcxMTExMTEG4/pLJ6YmJiYmHgN+PrXn4OYEVN/4Ckw38YgJsTuozpGr71LBCyp171j7PZQjkjZ3KKYNZb1ZsNE2M3hpgTGsppCoipt1RgZxejqEnQZY2TYE1AmYFm0FrOwp2HuyygDPUWJjOVws/mgg8ul03CrqGAihGjLqE8TmYGl04eLkZ0Ti4hU2mL0/JrRo/7ZY7qDw25m1R6tnDpiJwqjLHY7V31bV38wsiyibNgegLKph/gIYRHC4dDrXo8O7QnL2tejohatPRwjOR3GClJlTFEGTgtWWnwhMvbNHsox1i6d0dgXJiTXjpryurWHOWGrFdK346A/RICF9Dts/YpsNAVDIOw7O5u+P2hAU3gmwUVubV1R8d/jZ9SM8TPyDazlvq/m24eRY+7jjHR+49ps8lB/v9DI33V7fpN+FN+mH3n6u6eK/d5AML5AfPnTP6OizJ7Rhh9fvq5s2Di/RPRcALS5j7ibZwI7x0YURl27uZAZYvWIhbCs/TxnuIpxXT9XnT8pfo/mCLU2bC6EhSBYjL5oiBELaR1IEntJSedPRAiWKntQxlqrcni0Nda0o9E2FmG3NoTATvvZ2kQm1NjvVRhG/hYSSJfRN3VbP2w7WnpcpoGNQJTDDEirXr9S1Jq0IgyiQV3RrzvsLlZJ8O1YalXOSRZ26ycJqShVFqg9MQBEIeR+7DMGYz9o57kwjIwvYozGzUhOV1lCwLJqXdK2eezrEbCsZs/H2qHOwkir0UOODDaXIRNpmxhF+X2ZGYvZy8fIqAejE5tJXTqQIFhWXQ1iVhdEWRjrwWiwBlYO3BAZq9NG1442lsE8E0XtuR8dwfaiRur2t23oG6eeMNbV6p7r95NFVDqPZdyV42/wfpp9GDMjrXZcCZYuLwJAose1CF11m3VayhFMfi/f9tO6HtYmBK1Xzsy+rkmQ+vFJrTx9W4fASEm3tZi2Zr7qmqt6RLXnZvPdAlwvGHRtXSshBd+OSgaH/HdkjKxXEAKSkHLghyhYzXsF8ykpor//gLa/V5rRQuqboNVDO+aJ/Rrbvr+7rJmQUlDjKAYBFl2P7373Hp/6lFV6n5iYmJiYeHMxncUTExMTExOvAZ///Jfx4oW+cVyL4HTqKW2hDsAAAHcFDy+6D3OgRWD2JseAF/c+krQ3OhwEpwdP5df7AlMknB6MFnJmnC/9LXJCMeFLFQUvXvRpE0BVHRbcUcCLF/0t9uoO0e/uAu7vbRQ1FN3ksjBOJkJ53zf0gawhwNH0lZJ1ZDORD7g8Vtzff7hT4HiUD7C5pb0exLUjs6YMjYmdhlnJWY+HgV40ajFtVN1h85ECXrwwUbvGaNjWTErDeFnYRYPve1bjIQhg5DZxqAX3ZqzZehBVVcZar5ENvc1ddfUghjoAPRwED6Y/YtqxXfq/CZspYykFDw991A9UdBsAPHtmx6wL4ADdvcKYORTcD8ZDHw2REuF81m205B2nU3fgNRjXFQX3L3Ta/5cX/wP193/2E4SfxZ9+aBnfSrxxDtwfFH5oKvpasFNAgp4gvkY/jffpU92T4gPJTTT+q7rvv7r8pPqbasbdt76onlkHyaEkPDwYfc8laK34xLhYho2a1DzPg3mOCLh/fxANRb1Nxf0La6NrXGvFw71ux8CkqPzTwriYeW49FLU3YYaLkMaziPv3PROFq4crI4xjy66fzTnbO3pKzk67My56vW56uGYftIjOn4BqLo3dUcT9i7P+nWV1oIQXpj9YdL8da8TZrCkhstljiNtj1GNSUXBs1nyg9fXpoY/AvJaxa8cjVdzf2z2GxgF+zIjREV5yxMmks6yMy6lva8AyoB/vKh5e6HBCInPRkKDW+L5+N1Q8PNh6CFB7/d/qNLRDqCpqeNsC9l3XdakJZ8WwIiCY8txFnPrIyacrGH0ELnBy+3tRr99SCx4e/OXDfn+/7dldNkurZuXhM7uo/nUNOCmmGnLU6W3MmAjta21uiK6tydzsLKU4LdkYWDG8XC67Y9dZVsumQwDsePBjrTEP6CfWxqLWovbpj2XsLyRu2+4Yb+ISsXX7adteAHA4Vjzcm7a2YwbRvXuOUfkQnE2Tp7n9nbO4eW5JotYUCeTm4sMxqD030XadH242xyMG84Ph2T4GPIyicPu5uIhjSZJAih1j23Z3YXVZBZdTR7HNmkodAA6HiAf77hm5GBzjcFyr9aJWNacCwG/82p/g7/+D/7Gv28TExMTExBuK6SyemJiYmJh4Dfid3/maO0w+nbXW65IE+6attos+km1Rklp7eC/+oNoebDcntKWchjqllBBAbPLfgT70IaaA80nbNLo1fat9z6aMWZfRHhIBcIeWAJwuYaP60/UwjMcIITiK5T1DNUqM4rX6DHW0PVxpZWTYQ6ir9e2/KDibdrbV0w4HbNAF30zfxyA4X2w9fMSXjWK2dOOAHx8Vnuqy5qq8ocy+rZ0mZghNgLcvo9XTC6wo6Vo9dN/aSwFAi/hz9TB1a9E1Ou3tYqNVNN0e4Ns6CF/Hui6jHrMAXJk+aDz0v/M2dly1cW36etdhZ8KC3XRayTrMYjRm/+l3/yb+ry/+2tPfn5UX+D/++H+rbDIJ+CX1eONgI4t/mHyqM7D4lWCHyCgY/ffrX8d/Sf9QPbvHwTSxX6+IyA0/ewFqCLM4VxL8+k/+ffXsx55/Ef/6+zcabMuw0J7pv+17P7IZJDNcd1+WToMJi616H9BM9BpSi19TGguGuWzmxDtf4eV+pXp4GyJWWr9lkBdD75/aWmWc7iz20SuV0T3J5KpP0CwbeYOnqjbjyjoGgcdLWV1Wpbrf1aojUp8uKKoXadSOxolS/LihyqjdQN0vfvNKkCujytVmtCw5YWGgVtG0xhRgEyeC1o6tEXY8tj3VzaZkz+7DISph8VIJIBMRK9Hlr69QAlQjnFPT/KpUXw8RUZfNahWIoRNPq75MQkQgQ2kcYsTW0XA3iVYzriXAtpH7voCPNrb62OVxIKn8WWk9W6cfAEjUciA5V9irnsy+jP5lFHgHsrYohd3vWtTybW9mv9GAq2xAt1f30j3XPaYroy3noIwQFYHbymjSNpHV/QWdJ5so6tKDle4BcGUb6tr6mo5mU9L72dHaMCCxuo7ZPm3f1imxkmzZzTcJAMQlYe+cvPtTGbu8WH+D1YLBoGXY8Wjlmkom97No2rFs2c3hv/cbX5rO4omJiYmJtwrTWTwxMTExMfEa8M1vvq8ox4hatGXovkTXNeBsD2W4RYg8YlkCts1Gxmi63FFEiYggrR3d3EAjNUVG6WgLiahpU3VlXJIA1VA9ol4Pax7rITid9IGHMLXfPuaVxDkQLXVcOwCx0TOaTmzkZFwW8YeUVJUe1boGXAzltaWqTklcpJYEwdJRjo3LqNMhIuRi6KSToBRD41iyouxcV31IBDRnYE9dviz+5j0zKfq0GH3EmQgjdGVsEUbKBDExsiljrVo7cV2DO4BnJmWzLGKiea7Up0mX8bzbA1HdjsLk6KRjEizmgLGWqsu4+DI2PeDb36MxG4OgLrffpcTOyWzpOEdamqMy5lIV3V7TBlcmrY/C7XfrEgDSfR0iKwa8lASns6WRFKzLjX5yCwn/5MXfVTZ/79mf41/HV5/+rj9UntePhtlCrxvGyTWw2BBV1PAZC/5/+J8qm+/SHd7Bc/XsO3gGfZCt5+/H/BUTSAU4mjKV6n0YVUsZ1Fph2HHxnbufxOl40yJnVJRneoL4bPkufvz+9s7GKGAzh6YUFKsDCzlnaIyebr9Cz/MxekphFq13GhO7NS0Fvc7GFMBm3W2axf2lGL6ul7oeVhKhlqp1QoM4GtHHy3VP6UR28gcxBa1HnMRpcK5r1BS2wi7iLqWAcjRMHOdNjZoYg5Fo8OtaSIKlapsUg3LupBSsT6/RICu6XFHaogCQlmBYPghCWqM3RkY2NLshaAmEtscY6K127ShCWIxNWgVMfeQiuwuKcWHkTp+6OXh9Xmmx0b5R1S0GQVlN2lGwd+3Y2lo7edMiOHd70xAYZshe12JdRr9/ijBDFixV2cUloEDzR1vHX0rBCVTHGNV4CMKgaKIrlwh0utJM/gJeXAKsf5ZqVet/jIJsx6yQeh+H7Ri14y8GBhk672UJOLOOdLcsNCnFwQVIfe0nxoCy2P2jKaMER9Xd2Bj6vhaY7sC6BJzOHQ03E9h09rJG59SsVdNwhxiRFrMPZR2RLEEQF0tVTmp+ksAIhhq6lfHW1sKEBP0OWzpnQvt2Uu9+YmQzPwYRNYcOKfijYOu+g1gY0dikJeByvvU1CSGRpkVv75VmXhDOap5PKagLJ4/1VXPosIz625mFsRzsPBtVGUUY1UgTrWsC0c1ZTSCQ0VH++te+g4mJiYmJibcJ01k8MTExMTHxGvDuuw9Gv8tHzzhKNGo38/tnRMaRU6837XutOPK3oUvJRneL3aFMrVAOLBEaRnX0GoCo1VEUtnLqeK5WRl0PW8acd6MpVp2TsWT9TIwG3tVK2RBVR735VIj+V0XrGzIT2B0AFdVGLAy2zsqsnZVsNBGvVq497CH+yPlRSnZtbX0Y2Qwaqx13s7n9PdJQtmUe0aRb+jkAyLm4drO/y6WoA6BWRjseizoQZxn4XaAdBkRAHbSPPVjPpbgyuXemaupZgk/Hjn0mckFwzaY/WK5w3iH4NipmHLX0TfsX8zvSmm/NRusbViL8wfnHlc07P/Jj+E757NPff6V+HZ/FPX4oMAo3fSW8he5ix6X85mHcHS8vdwZDzAzxAgfs3efvc9zhv8YvKJvP4Zv4Jn5CPSu0mHfPR861YvU21c0PMESsLfEdenavTjO5RMFDpyVbaoGlPrjnH8GKbz39HcDIKCp28bwD1OmkUgUYGbHLr9YBxTbMvqNWZ8NUdYBnNVGb10TU/Gzm6/YzvX+BcV62Mvpn1u4Dbboy1eJHktuLjBY1W0ZUNxcT6Moq0j/btZ+P/F4JrHWtK8hF+8Lu6T6gz2Daw8H1Y0VBvUZONxTHi30r+y2ZAe8HVR1aXzJAdsUu6Md+ce8CrhcUtfRKrQXcrZmlGlocoDmd++zho6bJtG0t1e9VWMDcvx8+apvI91FFvrKxPBr5tFnIRG379ZpZX1YoIFX3ZqPX9AK4dIgHe4FaIN0zuqal0gbpC5h1YMOsqKhL9XtlYlb550E6YP+s1nplWrmmQ6O6wbTjoK0Dq3egDuraytgzBvh02p7KzweqTGS+i9Dasb/sWQfrAwuh52Bqut/Ghkk9y7n4+cGO63rt6/5GJIqbe4L5DizVfysQE6jb1BZ7AwLtLoO6WrVnF9fNNki41NbXtt1s/lHrg9fq32tmVhdjSq5gywZg35k8SkePkcf+6/t6NB4TBeRurH373ReYmJiYmJh4mzCdxRMTExMTE68BX/3qc/VR7nXAgLyXJ9ovoEV4WKqwWqEickdOV2JyaQP6I5gHNi2y8mazDMq4cVHUdiOKYUD/rkVd+AhZX0ajqczR2RDtKq1WRkv5XHTUhYnUaOmQ0+tyjrlB/hYHji5/UNVlXMT3dSalzSaiozCuCb1CG5HSFwS8k3lUj8uudYSXJThdvlqr1i8TH/VB5Mtoz6hHfW3TGZVx27Su77J4jbVaoZ6JkHqHPij/a1yF+p2zOUG9XExRRW8AwL4V5WRPRvNtVEZmcpFzzH4cN3RlHLRRhWlvCngwNkGMbmgSpTsNAP8y/Dz+OX7x6e//xeX/js/i1wbl+QTizfef/nBh0B8FnlR0B1TMz7fps/gcvqls/hv+Jfwa3yKJf6S+iwveUTYvyoaNjzpxe3OreRp0MQdcm+6g3TjHACBbv/PAN1mrdrwRKmrV0c81F/zx8iPqWYyAmLQ/J7rc8fwch+2WFjPh4cFrR9pLMFa70bIo1FJxNlqetQDnbs7chN2lpLaGGH1L07TCPNT47KlGichpJtsy5lwdM0utVck9XIQczXFbQ4zeqoncE2G/zm27mp+JvI2VkigZbi+wmHa8sL+Axh/YRtZmpOvcUbYCOJ+1TRRWUZr7LshG2iHVgPPpFhV4ZkIx4dfEixtr9jUi8uORQKBOpqGi4nLWYy2XYvo6u+jvdYViYiHSDr1WRnZsLRY0GA9t3tJlOpv9Qqi6r3Mubm+6rGTKuHudcfZ7ysdyPYKFXf4AsEN5WXGxZYw6QryY/XQrY3BltP3ITG6/5GjBxdsQAVu3X6kANmMTo9Yx3gs7DfGVo67/efd9Pdr3QS9BzL4dmYHdhDvbfV+MWv5k34rbm9LB5r8PvpWSn1cGkgh2PDIB27ap35wte06K6jtk27Kbnw8H9mO95dqV0a8PI5zOdn4Gtm6uKwW4XLRN21N3EcGX7BgT1oNto92UsFFsv+x7CkSujMysxl+pwMWk06Kmb8++9pVvY2JiYmJi4m3CdBZPTExMTEx8zPjGN543ysTuWRB77xnYdx0V1A4brK5uUYePKQV3sGgPJEJg7KWqz+KKUeSqpXHzNnsp6sx8WbxzzNFbJ3GHLU0jUDvrLA0vDQ7fnNYrk3vYHGO6HZ2GcSkq5ZQE2VAM16qPlkYUeS3S26DadvT6wNulKorCtDCqZl9ztJuNTtpG/+qkiQhWOJOEnKelNdmtjUIQnO3ha9Y2MfrLA7Y9mmPenv7qALxGHe7p1i3seAgiuNjxkPV7FYMg5w8/WBNhl/YHewxvv2X2jvBi6MXb5Qk7ZvU4ksDYL2asFVLpjOisickVs5gwTBZfj2IcXyEwzruJOPrK54FurvnyszN+/lM6He8Ie/vwUcvsogH/MolNKJwQceyoot/HEe+YqPbv4NP4HN5Tz/5z/K9Ru0/bI15gi3rQnjLj38CfP/1N2PGucRY/J/33E9TLnlGLPkTO8I6uav1HgwhMN2xq9XrtdYda+2oF5+9YIzfX31FA7KNEqTpJ9YoM1J5GU1CdUw+Kur+iwHLBEmQgWGnndbvTqG4t5NEi6pcQDxpk7y5TidqPVBSlT9zy1/lR9dHgPpLvStUNHV1oIXFB6ZxazMFH9wXR8gouirE5/gYF0CC4ugF27vJjLRi63lKyjx6MhL2/FMhAMe9DBLDt3bgiL22RS8Fe7IUnVmw5efA+xEjayVrzNSq5ryerZzkXR19MLCqSE8MoRbwajF1Mohy/lX20aYwJuduLNiewlQiJmo9gECBOJCoitj0z70N1cf7OgTmKPg9B6wiX4lkFQmBcXrIfIGJHH05Gx7gWAZnjyRRFUUPXyo1Wps9/idhK7wglsJU6CTIoI5n9MjuGAAl6713h65+WqKjKy+DCT0yamrk80Rr0Dn1bovZ/q4hkqq5xo7kAWwZsCHEJOHdO3pzh+iNFLVk0kFpua8FA+1u/RlW/V/CXnfecVYQwAIQ1Iudef9g77kMI6kKy/XYBGuMO2WZ0+sNuCUNKUY21kR71sggeukGbS4YhkEBcBVv33VFQ8Py9e7zzaXMJbWJiYmJi4g3FdBZPTExMTEx8zPi1X/sKDkerpUc4HG9xUWw+bIGmpWc/NSugNGtTEoSgP5xFCCHcjEL0+sRs8m8axt6pdlyNzrI5t4hRcPdMF7CUghR77V+tDwu0D/ljn7+JZnisx6HTlLIROK3cuh5XHmJl03SWPf1c7BxrKQXswaQdGMejdrLZKBAJjOOd7sdiTlxiZFVXANj2gkRaw9ke3BERqDskjlHAwej0CeF47Po6DPQeo6Ae+34kl1eMgqMNrqtATF2k+SJDOsLjUZdxs/0YWPWRCKtohsff3XX5j8q4LOIO1ogI1Whhi3GYShBId9gYIrtDoRgZd+Z9tE7mGBh3h1s69Zp/fxifFgaMxhlLG999XkHMoZno/CX4sS6BVV8TwWkixiS4u7P0mNqpkRZ2h9gijNRpHr6Xfgz/Iv9NZfP30p9AatdvAyePd4SNHk78ZTFimH3TMOr6UYSw1cc+YcXX8JPq2fs44F18Tv3qPXwapYvuPCOhGEfwAwIunQhlrTuK/RwuG5woabElzXj59So4CnrGKGq4mP6r7jC+lgcoL28pwGbLCNfARBmxWzMGwc+IIjh0eo5BgONq6JODvhmTAoOMvmMIel8RI0PYaEAmUb7PptGpC50io97p35Wi5R5iYhyfmTKSvryVIgGkdVMlMEJ3MSYGRgzGgbdE5SGkgfxEWx912m1O7S5ThYDj0UYFEnK3H4hRQHSnbEIghKh1MoPV+o2iBpLx1bR0YsDBrOH2glOIguOdrkcQwW7LaPWQE6tnIoRysftOYEn9XqxeaXW1tMm66vyZRV0ei5FQj96B2F9CC8LtEl6HdRFI97O2Lvvo72W1fcTqkmbbr+j8rUZ1jAKwrkeMopyMIoxgNr4pitovkPW6ob0zZPYQ1eyHQmIcyOoI6+jvEMQ7eaMgbL3UCiOY9yEl+ztCNbIhIQoOd1YDV5cxRnY2QQR750AVYbBY3VhR7ywRISZTxiV4RiXzPoYUcHimNXGJGbVvoyjubkZzcuoy2rEWU4B0e3ECUKPR/k6DY1d6vBh4y/9g5hW2WstBgKMfa0p/lxli57UYzCUTQo26H2MMONrLEqQvgcZBGe2cIYGwktVaDpDuIjMxIMH09SIg9uNI9eMgf3uZMgTBetR9HYN21ouwSyclgWy6HyXqCzZxCX4RJz+v2rR/6ze/iF/4+z+LiYmJiYmJtwHTWTwxMTExMfEx4wtf+IaLrN337Ch2La0eUfUUu+b0V4QUhWK9am4pCskQXf72jIqW4Cl+s6aYjkmckw8wtH6M66FaH02jI4vrSP+QyVH/bVLVgcCyBB+hDMbp1B+s+AhlFsK5oxZrTj7RB4QDyr4Wxdsf7Pl2zNlQ/MZBFDVEUe0xw0WMExFOXfvX8uhA0LSCNrJ3Z32wQxTVeAA8zWY7RLERWCPKQnsYPLIxZRxQD0omVd8WjW5o/UjTIbIQirm8EITNWL8eLHXFDEEcrSJtRQefD+ikK4qKrB5RwBND/Y4eH/b1EB5TL3aXFUZ00iEQ+qCKlUSNBwBYoJ+FQIquseWv54NSmyuOOg1ICUlFxbRqFFXGv5AV/+Xzn1Y2/6O/8h18utzoa0UK4m6pB3+IPMOvtapvgbd44NJ6D5/GZ0yE8O/gZ/G8fubp7x2Cf87/nrL5qfpn+DLdxqPUHYVWZfMT9DV8R35Kl6CcsNPtELlSbfz2CibcDUBbv3yU5vcK7xi+lss9sevqA1B73cMKDNiDLbYAHLwcusKeM07nG41Fo+A31JvCmj4Z1c1ZyxI0i0Ipjt6eQTifbgVnBkqxF1WqioBrSRWl/yoCtYY/ppXV3ZXq5t4Vej3OmWGD10gYp349qtU5+UZrX9s/aCezox2OUJF7QB2soVpeQbhgN5HebV43ke1ZO9RZPIWqWDYU8vusZdX7zFKqoq9tdQ04PZz7B4Bh8CAGHk52kJqIRybX1zEJNnV5q+r+AMC0qPEn4i9X2nFMAEplpYnK4vOXwMqBB/LUzHGN2FQbCTZHpw4l5UEMT6cu5NK2ervC5PZHxHo/RLDj6lFKpBvru6cUZmJl0y5caC1bYV9GO5Xb/RrQLmL0e6YmY2L2GatOm9hfCrTvGqGNyZ41RcS3kYi+qEmDdkwp4NI5WUsp7nInczT00bnto0h/L1hq7Gr00Yk1xTLQ5lV94bSq8gDAwpotat+z/+5j1rIxlJGz1qMW9pcyAc1+weT7OiVW36KlFDfWbD9ul8YaoL472dOwA1nJ/TCTo3SWWFHMvtaWcTTW7QVQtu8aNbve8d9szFzHVc0to3ndRegXT9X+B7/3leksnpiYmJh4azCdxRMTExMTEx8zvvCFb7lDG/s3EFz07/19VQe2EthRE18u+kCo6coC/clO3ssgP40ET3v8YD5+I+Cij/P9rpylMfoy7iZ/Il//pt1mnNXmnCElOIrjfc8qAlQkYDeHmOfzWbVti1AW9G20b9Wl3fSgOzq4Uh3Ft/27Bl/GUjP6qkX2+mrbXtCfGd2ipj68Hxu1XJ/XIP+yK19IGFB+ny9FlVEGztqcP2gc3Z6V4ttx3zVBXa2e7u501uOY2WtbbnsxzgEfOdfKaEqXTQherS7t0ynrNgp+jG4XrTk3ooreNz+ObVR7ztW9I7bMpfj6ny/FtBG593HPRT27tVE3jkqFLSIVEzxRff3/z3/+t1Ub/cI7X8WvpN83CWHi+4JPZkNmF1cMfAk/gz/DX336+7P4Bv7n9Z8pm+c44O/U3+meFPw/6j9C7Q6ev1sPoP2F+t05A5U6Ks6SYZ3A1TlqW/pmZofvE+0cAAb6q/CR1AVZ/a6WctU27lK+ZO3ALgVk6f1RW1hwh30vltjAoZSi6D73vDv6T86aQngTQ0MMgKHpalH8HiLHXdHu5usvVXl2UTbXmikn57axm1dtJOW2kVtX96Dpi2upKNX2mZ+PUbJyfJS9OBsiRu2YFvbdM7gQ6zJeLl6mIxRRfteMiuLkFvx8XAsUi0jeB5qoRhbici7uopjsmj65lOouT5RYvXPMeGtDrI55pVEjd/142Z0DDUTOyWidY3vS6+q+w9EH7/nl+e9bdjYg7WQ8n6sbR7KTiqTMJaOSfvfa3ss4R0mvq6M9FIvu222wz4vMihp8O2fHKlLMmj3aqxW396ndv4Y9+7Fuvz0ulzyQu9H7oXLa3R2cWky5suVUuH4v2EtwAWpMbHtx+1NhLS9yPmVnA0A9u1x/YLY+fj54+n+uxR70kQQdEbxdsksnBEHt8z9tyMZZ3ua+/n18/K9uPqqj+QhmPvSXBaKh+D6dfBkrdNTwnj1deari3yMzZ+27KFYF4CrB0uV3Ou+eLSoG5Hxbs08Pm5JEaGXUbZ0zHMV1yboewFVrunt2uWzunY0pqPWwvtgcW1NMQdPiP/53V8w/+sJXMTExMTEx8bZgOosnJiYmJiY+Zjx/flZUb6OoRRFS9IhE7WClP7BcljCklQzdgfHh4KNvQTD5e6pgZlI2zORud480lPe9qN+ta0Q1wo0VjQr4Vg/B6cFEElVSVJAhsDvUBDNgKIZLKSriIC6MLfuDBTFlPJsAGJIC6ei8Y2R/GCX/f/b+5ee2JMsPw37rEbH3Od/N7CLBJsWmRJkEbVAiAQmQKAim+RBsAxYsCPDIHnigsf8HDj30xB565IlGmtgDDgQQgjwQLZHd7e7msx/FflRXNYtVXZWVeb/vnLN3RHgQ57sn1lpxM9PFzKzbrb2Azr7fqdix47Hisdfj97NjFDji7s95yLramsmS6tkN9rlGjBGhbTZGIgxVHf6eQ17vuzdiVujQpmXVYIxlsvq3rhoykITI1DOD5VYRZAeVXZrNOMhJcMvRGKeD8XU9JbQXn+1GBp4z58iXzcJBj73dTxMH6PbXsq+yLBqNumz7vywasriZ2mSM7HtEIvRjgF11UIj9OQvZuy4Cbwv16zgnxs3vNWz1yBu0X9vtYQ2FG+owRr9Bfxa/9/ZjU+a/ePPLkIE3ckb1+8fFERoZIb/8k18oKkCk7/t8mfkzv0H5B/iP8EP8/Lu/tW3Y3Kfn2j7FiyNXSO2G/yn9+ru/n7Hi7/L/xpT5+fZ9/Cv60+/+zu2Gm4O93HEKAUYNDW3g5+0Zcj9txvBPk81dgyua4DggKRq6URpwcb95R+CMxvZLzD9RBcujVSwFIraVqnb/U+1IH7ZMMw6spBzgtEVg9rWOXO9gT5UMfDDQnxmdxaoU4aOzzcDTJMbJAgBLtv0Q4eAsTkmR3B7Jjl5AkkB228ik1mEiKlB39i2Log1tUpVAb6CLQk12YUeQGfdOUQn7MZN14LEqxFFp5DWhDZlzkhja4jiODhNmCuPITBDPJQIbUCDC5p7X67ZoNCwCdm1cloQ6OIeYeZptyuKV20Jcz+DDc2bjsGKuYKdreRHchrXmqSWAO02LW8nE/lxtYY46b6q/R7g5ymruusQId8js9Jg5HtqzM9sfCiJk7rn9OavHfa49xLfiMmyuTBToPpIytuG3vs9VQ3khSmB/rxAX4MYN7PaaNSeTgUtoINePvArqELzB1EwW62tfRaND36AoMIPVw6CzgX0mpjDWyykZFAUiCushZxcU3F6RlsY5EkhyyAZsIc6ZOcBcL1kN+oIwmW9DoH/7GCQiAK2Rg6ZmbMmOLZH9HvL3TKA7ecf9uAFBR9Y1mez/BoBdGzUn7H7/gT19WQXsoPqTymSO3PuXhMvw8UdoYK9Hi9yDyh5tBJPhNmdhkKe7ETXfY5/86BmHHHLIIYcc8kdFDmfxIYcccsghh3zDcrsV5DxylgqIYjbTyMulEp2VzIScPW+frUOUkao36tXOsfbu/dHKTPd2Pd5P2MkZp8mWYYLhggW6ocs74hqsQ1lEoM5gSNSQxjFSNgaM1/eP/ReJGZnEjLxY3jwCGeY6SYIE/35CStZgUthF/BOMs3KWWdoA0w8gIpwyM/Lir2QFy9C3nDgYGYkIeaDFUiWPBAkm6vyGwzPeOO3L9HZXYwxWYcMFDPS5HfVYlYNxlqiZMsyEzQ0ABT3u2S6j3oiwqee1rvG5rsfu/dyNPe/q0chPzESh7gi5Hct0/bPrqDXHbcjSuTPvospg+vzxJwZai331egQ0ZLGG1yV7o6JvYzQqswB54KIWppC5weTrvmcfDcbXnRV/6PgG/5n8Wzjxwxj3b+3fQ5pmbh7yTibczy/nN/gBfu7+V8VfwB/aAlO/5U/jzPzq5Hv4BfwBfuHd3yue8YyTKfMn8X38EH/S/HaBorSBrxs3SLWBIpeaIINetVrQnNen1gaX7IdSLEdjLSWsh1ZLXxT2R1uutlmKsP2ttmBAbnbJ9N9Ks9vNXgxMPIDOTzwuG5v8d68HQb4MlzUxbGAagOSdtQLD5ckowVkr0pCWEdKzIQVOe8t7Tx6WGN055Pc6ZjaBcSKEtNgyqgwitX87U4eoYFktNGprvh9iuXZhHdyvf/u7l4oYx18/s1w9au8jzBTuNSpk7yzo2Xxs4FondbvMahZGdtzTmsQ450Vo4kBjLMvIt9nQhB2VCYU7C3EzjqfZvUaVzXwzx3rYzS1TdJYyE1KKz5mYC+48taOIWo5gECGnOI9t6D47x1Cvm6HJ3wcc3QtiQAOJ5cglggnUem2jix0JnNUi8T5AtVkYciLkibPaOgdbcCAmdY6wyf2Qme1v1JDI6cikjdrcHKHCVd11cihErZq7eC8DE+RAALLO2hhNnWNQ16wMuzliZiyukZrYtpEo6IOwHzcCiQtokKh/xJZeiHiio8rYd3Jl3PuVkZsPaLFBiCIc7owgtrDLFL8zhS3dDjFBs9cjtg5dImjS4Agf757Aa/CEm6Ps+bhtJjExwp4tyuZc7d8Crh+JkdwYKcHsyTM97igS1snuy3QY9sffFx+RfMghhxxyyCEfsBzO4kMOOeSQQw75BuX73/8UP/7xi/ltXSueLy66HdZ+nHN0ctF1N4ZO9sZrALXsjv/tteIhUrpZnt+Zj2HJjIvnUH6xMJuqwOVqn8uKwLXqX1BKwcvLGLkdLeHr6tqImAGgipC1mfbI4+ql1orL1Ttid4wzcF419p+A0e+XFsLVZX+pdqjJV+EJHeay7Hgen3vXqZETj/HidAStmQHImQMn2/W6YaQ7ZAEc/SH2sptMmt45+/52KmH8vawLG55fIM4RC3ALcNIFt5uDjHOO8daq0RHXUADAMnm/F1Vgu1nj1LZtLrM7puO1VvDy8vl111px8eOI3VSXUodHHeV224PeVteEU93xEup2bawFzxf7G8GCAeZMYaxv1w17scZhOAdKK4QX9xyHfYRwcWP0X7398+bv/9O3foSfZwsNHOSPR6Lxv4ZQ2IJ/bX+D//qznoErKPg7fzI+9bOUf9n+DL6Dv2h++xif4hfaLz5+aM1umAA+bWf8Bfod89vfxf8azYTzVMDx2v4EH7vfNFIKN6D5vb+VmEgc+IkRo45eKzRlJkV8ar/nMW2T54KXt3XSx1E2Auy1AQxrnG7ewYz3ZfJb2W87Pvv0sSZL2XF5tu9ntg6EZU24Xl2W1ikZTtKZI7Y+FTy/dTAazsl2rgsuLxGaeEyT3lbF7lAkNFmofqIY9LJOznofUdBaxeXF38fIBsaUEng7RSzMLvEWdG0pZPiAX983Sl0FL88OaQUNGBAaSpHAR+wdgSJbCF7LuRr0jZl6tKZx/P19rAme37rLHnqQ2avcdAtIIymz462dnLW14vnF84gDYyRGrQXPro3inFPLpthdhvjq+JCZAJA1h52fKi7+roXu/H33/lbDGDFgLuH7tuPm9h9JjDK+XxB0dCkaub7dMNVzwjXch1zw1r4HpBVhGGSV2X20TO4IXk4nec997CFr4TBHzB3C/VU08YR/VkxGLBFMNjLQ+3/z6xgwwTq1JFw9QoDTN922OXz2+NvLDn+4LDVylnswiFoFV69H7hstb4Kb+z4TtfTfdNlC0M/0ruvL1Br2ml5ugE/fd1wcnYAwbGY5xb6lzLi5vvkg1LrGfaSP/mMQyl6w+QBXIYP2cb3uZl8BJt867mwE+vfIi0esch1ZTzLZ64BxMG/XuI96NLAX+0h/16q4DnW/vL3iJz95xscfWySVQw455JBDDvkQ5XAWH3LIIYcccsg3KL/0S98Jv3kYRsBGvwM9+8DzCEYDQoSc9pC7KUmEc3ZGZ2IYqETgnu3gjBPBgJBSMGB6R22HCnZGFucZE+bACcWsAKwB2/c/54R9t+/38MrdEOWMGo0xWvCZX+EURy/nzKhpTZ3Kiivs+4PzOkkw4NTKoOH9MoFzZrZleutslmhysG9AdAznpLi49ONWOkDgu/dLHH8iQfTGWGH5EnOUIod0dwKMEKMRlp3AX/h+VflCZ3FKis1xklUHajeDhcf0/T7bRwHMjNxjG5OBxuti+58S4+rmv8HqaHfC+4wMBU2wisdWZlXsDvOcwBjN7DmxCXDo7xeMOMgzJxR/CR35Hf4z+Hl8277fWSOpe5k+t56fWr6qamdelq/Kyf30hP/zj/5N89MqCa+6VX/KF9FP2/cv8dzv4C/h77X/zPz2Ef4VPsG33v39MT7BT9obU+ZP4Xv4fvvT5jfCzTqLa4tj29xvFl31/c9VV26mZ7O6Zr/9FNPQaPKYb8KsTbWE/gZ2z596fm1wFgEBmptgESlqrbGdjd2BQ7Er7l3v2j1sKPTux4cw2cxinvS1cxa7PdKVYRXg5h0o9X6+3MuwhLOWmC00bfNAqP38Mc5y8rUAIik854UlARwdkeOMkAh81IEK42bGf9ZGxeY294BGIwKhzz+jhBjejKSJsI2pdIjngaoGB6YXclnEM2kTzHVmNryhdY/8t6SCOpy/M4CAvvd8viOUJlzrnMSg/1R/h0SfozLQSTS/H+F+177Fu7a9gtr5APq8jffd2TYiSVGGb4TWJvVoQrgAeCF7HwGi47k2CtcBVaujdauTfrhAtQa0YjNiadJuEtvnMtm0PQx6rZE8IqeEl31yjxuRFVQB963lnaqteeb5Trky8rr77xOgf0eV4f2zeZzdtYNKTC5p6t7vIfiBVxj621Amvj+p4ubn3weGTog5NKnJSJ69f1mSCRbo72cHw58Az3XuheydFXjNyLZc5146NPaj/++bo22LwTKjeA51APi1X/oX+Ot/+698frsPOeSQQw455AOQw1l8yCGHHHLIId+g/OZv/gDLGmHn1gEaMWeJWTNZkQcDVYel9lxvFuIL6DBvNEDYdYey/8gnrMvodLQGFaA7UNeh3SLRoZkSmzJEPbtihKpeVw0Z0MwMGiBEc1LcNmusUWWcTgM06cShmRcNtpJSi/loX9YEdpDfLBZ2Ly/isl86P+8ywILPIKdFCcsSDV2jlWldNdhwiC18c86Cq3t/SozTgODax9+OUcqEUx11i9BqsTzXq0QDuuOk65x50ciyngaIT2HLtYYe7T/CMBOoZ00N71+XFHg0Pd9bnji90wRiL2YtCU7Gok5o1fIjL0uCNyAREWoanKVLdOinpCZrZ8bPnLLgZCx7M0OYh5K+B0cM71+yQBw/sSYLnzkb/5QZJzP+0S2xLBL4H72Rd8kCEb+2YeBKk8b1lxJhXUfI89iA38SfxQ+LhSIGWUv4X5U/wJ/bfuDKfFjpxj+1r3iSpvPfr38anw6fZHt+whvrU0XOaYAr/Wk5dr8+KVCXDdydLuNvrTMCmjJv65vg+GnIZj9uJBODudwdBq/PABQKUdD1d4Vn/35fmfc9N3NEsysz83v554r7bUY0zAI0H+Rhy7WfMhogKeM0nNtLYrTVQnr2YLXHnpSzBq7VZVGzTkU4ZBanJFjXSSCQQV8g1KrhudERmBYJXKfLkiAjDK9QcEYsWSbja+kLlqTAyTn5nJMjZ528Xw33c78j2DflRUOwhz+jcxbUczZlmMiMf0oSgj9yFuhwboqDpX5tY1gn1NwZKUDz82/Pu5wE5yfbxpwZ1+t4RyTsu90TliUF1IrabP9TSjid/N3KOoJzZqC69y82s12U4RhQkHMGGYqHhgo2+42qouWYSTg6jTQLVtgxyllNkJkIQ0KwYkLEobfQxEkZq4fLVcu/rSpoiw/EtJnUrBwcr8uSLKQ29cCP8f05SVj/7LLWkwraYruRkoTx92s9LwyYQIQGaRZZIGXC6mk4SE0GviqHAM7u5Bw5wxnq+58VwjEj29ytFoUbWrCDWFdhZD9GytjH9aeE1Z2JeU24jR9A1DOZ7frXcP5Mx3+1E6DKZv5FGbS6/XcRbKOTm/r9j9z3T6S8aSYQQpj6fj++33039vl3/V8Ut+sY0EPQzOEbxV/3WJq5o3Y6AXuPVO3fm49nGMvq16jgehmz1ukOez70f1WEQATHNa5JsC5+j7SOeJEIw//r//y7h7P4kEMOOeSQPxJyOIsPOeSQQw455BuU3/v9n2Av1upcJkk63si33YpxTqoSiocvbNWU4Xfco2NGEKyTszVUtlmKKcX3N7LPiSA4i/ZijZMihNqq+e6urdnnakPlavufa+Bn3lCssUIRytTSXBsJtVKHcHztW23WydYauJExRKQaHYHUdje2EsqIFGusemcsthlZ4xi11kBc7fubzZACgG2rxlgtAmM8BgAVuPe/ztn4/mafa90QNhr1U2qx/9QMNJ8IBfi+os3A54k0lGKtPjU11N3qfyVYA742t0YAULHGWooR/6U281s38MH0v7VqjM6vSW2j/rUajexEfv3FMsXNrTChuKz51hDe3/V/hLi0hvH+fj/+/J7x9/rn1kitoe7KDW1oZ03x/Rzej1CmKLn1HzPb/2A/41+8WCN/8LK9UXyUbNbGz+1fAF39jctP6bxeFnymtv//3fUNRmT0Nzlj3y2uos2IqYAfwm+Qn3gvgv9H+Tvmtw01OGZe2s9BByfEc/sWfDuf8WScvriXGB2f3eEbU31NTbUFH2Ark7RB79D9aWWSIEuImXT+7+jQntTVKnD9zJa57DaRrEVo1p9WJfuZ9Ni49yIou8+aI/NbYZshCQAlqSlTK90zcIcymUPdcFyn+15Q3NnmOSp5L/GOUu252RoF1JZWJZytRM3uvzUG4jA3876y1/j+1tzZTiErr7UWgvyAZs6fcEcDQGKdNVUQ2qiw7a6tBdjVcP9BP6dHdJdaW+ibsL0TFqFw/2uwZ2JDvCOiTn5DNU79VkpElmn2uX2voYy/W7at9oYPUmrFVnywZMU+6Ekp8f7l9W+b6F9t9vytrQY+idZa0G1mO5a1tNA3gX3/PtG/2qxOcKsR/adJeA5k31dq7Jvnw973OP/i7q21lc4JP0i//7hLgVt/ojXcP3OuxhHHAuxuw0+wfau1gsg69PoY+WC5ZvZpf0cHurNwXJPbXmOwpAvgq7WPq3GEl7i2mMnoSas1rH9279/3EsposgF8dWuoxQViTO62tTUTLVgLBf1XtX3jvcTvD7XPNVTsu32/tth/hwJ//470a8Tu21wo1JOSmDHpd/1mHM+tkftuaADZdVpLHP/EZPq/73t4vx+j2hr2zfb/O7/jgiAPOeSQQw455AOVw1l8yCGHHHLIId+g/PZv/6HJPugR4/6jtwUY3G2rhg8tJQll6r4Zo8uySOAeI+yGa4+ZUDdrrVZtuLm6XVLTHXLQt/FmYL2IYhuZi/mNiNBChnLsv0f3nfW/lJvJ5KEcywhbrkEioDnOsKQNm4Mz3pzVX4RNhDxwNzIYQ8Tk/UIm+4IocsYl5ZDZ7VEBVQmbM9a3WixH3yRD/Mpkfns4SoesrcQhs/Z6s5zYojx5vzdyRzhn1RKe86bjDgPtneW2zLT/rRnY855p4TKUZKLb/v35PetvzOzXOqlnN891B5/PkIrP+RTcmf7fNttOkVk9u/lNasxs023y3L314/tvbmwdcjVYKGS/NzSXWUXBWTwbty6P337t+vP4718sKe/fOf+/IUMZklne9M9avthb9/vpT+L//pM/Z38s3zN/5qwGBhEAtm00TjbgZ0h7d2sZL/jI/FZxDdNRwSYIpGEGpS8RrLJVGPrdOkkGrTYbq7UJmQPFLO4enWHrnjqUo2/a/lZtNtZrGd8mn/3WWgtZU7HuHWEwXdDVPPP5p1sTe9lxuTyCM5jJ/N3LVHO2lNLC/stKuF48akPMkLxcZpzFA8Qsx3pqtQFEe6nBEarC2BwiBbHNbOuoKR5i1mYWiyDwERPIcN222rA7x//sTuL1aJ/cSboMdzKpsUyz512tcfw1eT7gKCnVcCcoDuxCZA91g2DoE2qtk/erPTc2hGihTQu2q5//14CQLkwUeGwJCbdBJ/atxrMtaXgObIMqVAUXpyPqML4ZCH0jsvem/VbCFpGSWEScrbd8zNrVW7z/qLDluiYKVDHM9k607zUsdU01nNu9vqHM5P7FQjaAgSb9Z3LvLyHAVRM7GHJM6Gzi3Y6EQgBdRDaya3vfdlC2juCUok4CZOCrRSd66wL/KmAc072Nau4tt62iOt0WkfDdECC2eQ99607OMcgE4d7IYveN2R6is/0HzURCssS7pYid79YaNnf/F2Lz23YtgUc4ZbYUK9u7FgzvintLIrLQ1KUFRBCvN3Gev2z/SyjTvzfGva1NnOUS3x/0PyJS9SY83vfb3/5+/N8POeSQQw455AOUw1l8yCGHHHLIId+gXC7FGEZPp4TnZ2c8axbyNWcJRiAmMjCERJ1T0BiGJsbD0qrJ2sqr4vLiDDytmnq6Ecwbz6wRiqjDpKXhZnFaGberz+yxkfank+LlJRJH0WBkn0HuithsJEI3Mng4Z290qwUGhm/G89yzbR9/doe+LSLCAU2wFNu3nCwsHF7b6CAnvdONCKYfPfPEOz0tdCJwz5gYnkuLTPh5bbZdyhMDBzXj43jnUB66Ii4bDOjOQnJ1+3nrmdR2jK6en1jI9P/dcwYqUsAeTpDsc0tW1OqNxw0sYz1xjoTJwJkC3YA01q3KoY0Agv759zM1jP6LmW6zWP3r77dJUjkxrp6z7Z4l/irLorh45w1smRlUaX+/nzfrCEtKwaHCRKbunCOcNxEZ3WLmnoFl3k9gh7H6f7v8NWOc/9vL9/Dv4Xds3erwtCfz86WSL79EoeAoROeDxMvDyUY54//6/O+YMrlmcPuXjyYyobrJ7rrtf+NgnP+m5L/F/wE/LP/2u79LQ4DA5ZawuoHbHWthAVCd865gkv3Zqsk2rqjhfaVFY+2M1zgM2Swj2PvlJv1rIPdcm2REtwgf6htQJ82s7vyvFeyz7yrc+yi8/6clpWYCeICGZS5mHQN9vdcpasVDhAloFmLU85oSV0Qe22ycVTzpiyqjDtnPEul4oULYfLK1+1uEQt9ErbNKuIX9z2fNMQNcHGf9e89Ee5b7cyMpm3uKsoDZOcKyy+wTBu+2nv6cQ/Ko1e631ECu/57HtN0B420bCfsYeNg8oHxH+/Bj2zoZxeP9jNj/LIZ2gimOUXfE2CBDf0aKSOekHsSjhgAU5ihlNY7IRpjoH4WANT8AnU7FtTs4ghHK5CXhOjoZmSFuHHMWc095jYMZ+9LvxE4nEywCCSHA1aesuF3KWCSOkTK2Yf5fx3V8HzNNxg3mDtpaXCNLUryUITiqVtBk/K8j2gQAKs31l0HkodEjApA/W5dFcRm+QTorhgsy0YSbp68hNdTuDAnjHyh9Gt/3wKGNi+LyMq6/yRpJjO1m6ybYjGymqNvZOzBbCwdeWpJZf6W0cEiJUpgTCt9FFJ7rsNMj/3IB3DimJZlAoB48TVG3XeUeOYcaQA72e1nZBN7VilBPztkElfb9wnIk82RtaaLpt4N5/0nxMnxfv1y/gAv8kEMOOeSQQz4QOZzFhxxyyCGHHPINyfe//xmSqnGo5sTAyX5gMjXDz5uSGE5X4M4hbDh8u7N4FBXL8/uob/x35FBlhqk7KYf3i8BxCEfIWxZ2vHYdJlqH9+ccryIiZDgUe+S3h4WD4Uf2nF7AnTNs5Idu3VPw4P7s3Hch+0nsc7P3izT3fhNAfn+/YF1d5wgQGerO0cArYrmf1RmTgQ457ee2VeuJSElCGaIGkVG3GOIMTMyMZXhOJ2PLQljGuaNXB6d1BHvuQxFrrEuJAz+usOA0cHh7vjCgO9ROqzUMttZAyTprvTATeKhbE2PXmP1yOnndsvUkJZxPVm9qa8h57H/kXhOxdc+ctaIwZaLBu+u2fz8ISM3qrdftJAC+gHtaleK+4bIfUyLTxt4X6lyCw/t9QIMqzNruvKLeMGvf3wDcoMZY923pejlKhXUE/Rv4MX6+fmL74TOSo4qAuids+CE6hutywj9/8xfNb7//9BFe8IDLvujanZrjc7Lho48eXHuzfSslNWV6udEPztj0jTF5/oP/8L/Cdv6FR/l2RSHLaZjbJ7jQz5nfNrmhDtybgs/wSfVnRsENT+/+alRBsJmnDfQlPiq9C+q1N7GcrftLsjRXN5mNQiazn0lqlqbg9YWxnZMy0aNsX9Dg6VljGeCefTkavWsYk9asGfyrjBtQZZxOD11JKji5O4mouAAuATuIXxXBevL46O7ewHHfYBFg2AM0C04cnS7snAc1+TuJYD2FGTb7hgqHNnrOeE2M1bU7JwYNDlxigrp9q58bbu1Qde+PY6tC0GEP1kk9qkAb1iUzQcLZQjhl7yy1fN/CjNWdm5oIKsP4K4PD/Fv+T6J+TpgyWXByewcxOhz8u3cJTk+ea1V6oM3r38JdJwbpPK6e25ztXSILzs6h4+8OKUuIIFgyIw26LMLmHHvXbqcT3fE+Zq0Szl63hC3XrRJO5AMB7FoiJmR3L9fJmmx3V/y79gjj5DhaRQlluN+IxDtpWsQGXlJ/zrw/EVZ/33Dw6UwVS47rfeQNFiYsq7uTaOTIZnbOQiac3Nj2fWMIfKOK9WR1KyUxa0uEQyBg/wYaoyN7BvL4flb7vdWL2SBOVo66LQwZxp+ZcHZrNCe1Tk56DY60OunfLw6auo+R2zeEjW4xAR73Wd33DgAgkZ1bjv0XIePk5ck3SUpskeAJWJ1TW4WwLu4bRMQQTTC1wD/sedSJ4xil5DZJAhaKHOHhO4nJZMWLSNA/VcauIzR61NGUrZObiPDpT57x0cc/Q2iYQw455JBDDvkScjiLDznkkEMOOeQbkl/+5e/GLGIInp9Hg3Y0A795Urx9a59jtgib53MKWYRlKbhdR0NV5xob5empuvdHeXrybXx1YD0+ppeFbXYEgJwJL0PEvIdg7vU0PD/bdnun69MbxWdvHXSgwkBe54VMXwHgVNm8fyZEOpkTK+dz7P+2kYH4TomwbW5s0fDWj9vwXwB4Qw3PIbPaOrSWhXFxY1t24HIdM60ocMGdm+Dt25i1PcqbJ8VnTrc0keEeXk+CqxvH81nN2M4yZphz6H/v3aNvs7Fl3TEmzeZMAU694Yv1lrnh5Tn2f6zp1ATPrm95L+Z9qsAekv+jTnqPLr3Jcd0SDD/jujIuFzu3ayFcBl22jsIub0jxPLx/cDW9+9f5qeHtWw+nZ9fNshCubt3UWvDy4mFYrTA18/5HweH9Z8Gzq2dJhNtm183ueK0JgrfuObgsxd/iN/jVt3/hfa8GAPwHH/8A/1v51PxWcwZvQ6aJJkixc1TXFfz2+d3f3VnJZhC+zx/hv/zBt8xzf/gp8JOfPJy8T2fFZz/+XVPmzZsVn312eff3LMiGiPDJJ+/naP7L//F/gb//F/8v5jcub1Hp4QUgEKpzFqPeUNh6CjYw2uC8KHXHDme4xwVWKGTnEAjsfmNYqFYG48TWmLq3AvXZxnQxxuRbLbi4um/t5pZbzFh9n0t1bHttDRRds6bMjDO5TTKLgWYyiXv2mysyySwWz8/eAKk2WKDwzTm+vzp38fNlx8snD47sdd1RHWrBuq4mQ0qTBKhUfAR89pNBVwg9TdM5ot4+2+yqlLLhzD2Vgqvb70/njMvzmP3M8I5oZoSzvKN0PPSLsOD5xb6/Z9aOiAiMmzvL23lyljinC9ES7xLU9f5dPU/V9KO/z2b/qTo4V/Tgoee3NkCjuDL00YLPPrVr1ce9nM8Jz+6eeDonXIfsv04fYMf/6aOMt+79gMvupyW0kcVmti6lBCSX0znhZRi3WXAUM0yZ/qMGR8yzg+9XFcOtmnYJ1BRMgsv4fsQMWWbg6u8pbDNrWxNcL+4usbCBJhZhFOf0fmKYuzuhB4eMdZ8phXsyuQDFpUSUmrzaNjEjzO2ZMp7fjuPW75+G6xUpzK2yhcvOWXB9tmXWc8LLUDdT5Kx+erPg7WdWb1urJmu21Wzuu0APFh3RTTTvITjn6SlP0FWss5Ke4jfIvRHv/lmr4Hrx+5b95mGZjO3ZIzd13RoDRIla+E7pc/soUzKbzHoAWFZ7LyeycO79/QkvZt4ItW2m3OmU8PYzN7eO5qUjIE3W7XC/JSa0Yg+480dxT/CIH6eaQv+Xk5r+XpOiOCSHpyc13zdEfT2Mevv0Rp1uA8QNbfjAKVUCuta6qkHFId5M0AsAnN8o3j57VC6Lk/JECc/uvPvVX/5t/PW/9e/ikEMOOeSQQz5kOZzFhxxyyCGHHPINyT/6x/8y/OYdrJ33zkFHT9Kq6oRX0RvYPOS1qBrDGQDDwwfMnRctGMUfUF2P5xLgss22rUGGsPJuFLWd2b39laIZfDSavO85YYUnNu59ezw748L1TriZ9DH8onGTAMvr+zrjcO2Ow9g/mHlLoJsb2x0wHLpJLNwgcHfCWWNqc5742dzum8tYAaO5/vu+dQO3ff82QVzzznIigXfyOBv43dhvf/wyelsnetP8+zm+P/DFscDP/1Rvvc9nghvsKVRn/e8BHWPGCAde8xIcrD3Tyv4W9Ta2O45t8Wtr4jyYrckojgwSMJko/f0RT7a4uqd7Qov8tx2/8fHnP9n/DfzKZ3/KFFG1mdQ9O8XWc1oFL87AvHs4c+z4nW//ov3p5ffQ6sPp1tjDCiBAYs72Fj/XQSZ6tUNBo3G7aMia3quGNF5BMoNb6YwM3/dss1ob0Jp1+hKKybIDAGnFGG5rQ8y0RsPuf+svMH9X+H2rIYJMf77TFwC4Ogdjo1A3WrMcyQ2Td2G6bbf3/vF+YYf62RqFPG3mzw9o+teRDgX+mOHtUnF2UKm1FYx62rM1nUO1VZhOv/vn4JyvkevTq7Pfx21dj3d5WNBaYl1d/zzEqa+bXJlYZC5eJ+ODPoCifX58zf39kX878Hr3gvbPLfLItkbmHNq2BrfcQoyFRzroP872e6u40/6ToAz7SdljGd+3d801zkoC2K2JlEy2cYWCPY+qCMatu5U4kn2tWc5cbo6KozLIRX6IiBkrf24Cr3DGj7pLqZFjok3aRPbuVkscf2HGPuhACN4AIGTvLlPdDr/d6USG6vbSwvwSMdpwdm61BgWn5t4/U61SY93MBvb+dtvD/RbNXrr26wZebZDN7H0e3sFzXwORnqQHC7rzTRUYYIX7tuaDigQgOyYiZO7dPoAX6Ogit5EjeIsdYTe3M5qK3n9PF8IGGvx2reGuyipow0U8UJ7gvm7H7f513x7vE7ca9m5NaoJheqCMbyNMJMR+uwHI5o7RKtv3tzvC0/Db7BskqeI2BAjeLpN9y935e1Pc3BaB/+b02c7XW8AtwT/+td89nMWHHHLIIYd88HI4iw855JBDDjnkG5Lvf/8z5GXIciFCq7uBvFtXxYtL5CIm5GWETo4cwqqEZaibme7f348P3CVLMAoIW1jgZUkh84OZTd0pSXCwpMRY1tGlQIGfOGcNcM7MnTPM9O3i+8amzMwxuCwyMXI2yIDVuK6CyyXCaY91TyGnVZAXCyVXXJn+foTnxqS5ZZHAz6sOqlrVGgCBnp1SHUzfvhUDIb6uGowyvW/j+FtuwN5GCy8pQsEol7IgBc5oyxm4rgo4DmGWDpf9rp4k8H4AVoaYNQFwhdGbddWYaSRsuBeXRYxxDehjuwzJlR3y2elN1miERMVoGFxX53UDkPRurLpLzpEfXJWwDFCpxGGKsCw9a2UUEYLUcU0K+OrXG6HWEaqcgiM4JcY6ji1a4Dk8rRr2hOT4mH3mG9Czz/1+45dfzozi+sZiDdbromAXeJAym3FKytjcvOXEqG5ehCyv9WkRXD33ppAxDve++boFPIwJM+FTl434/PYPscJmDfO5odaHwp3PaxjbZcmWV3vJuDoeu2XJOJ8t9+tYT8rRCY2W0IzdkoMToNHq/dL3FwxlJm7RhugEjaUo8hiDTfYtTcCqpRWbeYmKxr5MxS04KgpGj277ckDVE2lgBydcO8b0UCLys7bWJhEMluewOSfkvbLoZPbZxg2Be3Hqmf6KpBIwJtJSA56rCwaohHU8J1TCXpqToHio2ibGG5qSYl3cmjiJcSLmhaB75BU1/JxM8NEQOWvYgzSxoefQLFgCZ2UywU+aGOL20iWrDfSiVx77IWBLGSl5dBV7vqTMISN53EeB+zm1+zYK1sXeAYpaB21aBMuu4blx705JIq/mohhT4idaC00cYGBFsqFQSEmwPMV70eWFhmcYye2J6zmDHKa26GKcyMuaoNmNbVLjUNQkuKTYt8w2+9HfE9clgat/fzMQw2lRuGFDWlxma2ITHNnfn+ZbAFm98SY50WT0RhNjaW5uF8VtuKv3MzhCLC/F7SVk4aNFOVB2pATDY61c0TzXbxbrIaeGpjbbOydByZ4KhQxHuQp3ePCxb1lNRrAIhy1QVHFz6ySphZQWtt8Or2VGx7oKoy1+TSquF5u1yurqSYrF7WWsNthCE3cdGJ9bbECwaKQLWbICLpDTB8hoYvNdCNyhoXf7rZICpDrD8oi3MP85Ceo+gZQflqCwILu+5cyGo1nE3sGBvpYvl/HAudPD8Hif1hDsKWr1hnnHsji6gKyW/1wQxmhddXJfcO9KjFQnejPMGwuF/i+r4noZURLo3f+9yh987xMccsghhxxyyIcuh7P4kEMOOeSQQ74h+cMfPcNnenr+NO9caK2GyHefLQN0aLfxFxZgr9bMX1qMco4ZytHovu87RudZf//EkDGUYQl5f93B4B0T3sEwsYl7TlXmWRapfaZnen6xgb07vUcjdMyGbC4Tqn/823o6x5j9u7rsK6KJn6D59yNk8fgsLuYWsvg8bCAA7KVY3jWOWUzNOQ+ZGcVl0FQPSdgaSrHPzVw1pRZr7yIE7uFS7Jj0MbKZhR7arT9XLAQlJmNbXYY0RX7S6jOtqYEqOT2Nle+lGs7SBqA4Zd5LM/UzKGZ/tA5DaPtm+eomr+99G+1txCCKGZJ+vj2HcNfbmVHS6a0v4xz6xATy2ceo8Cy1tbR7NvOjlC/T95KxbxTLIOqN7xvR3Mlnx23ihms7aNDouu/49m/8iq273VwqT7s7qsj8FvfJuCfMMzStY8yeAe9JWf38V8ff2j2rdRiQ1gjJPVgrY1yBrRHEG7KpGqcv0E8MA/mMCnbOjAoYJ3MFYQ/nxFcrFmJ65viObwxlGuAzzQgAjf1rDeTSOAnGLwcAkBqnzm+o3ZnwNWUXhztIjCm43Ko9lq4l8Ey21iZoCs0GEUyc7P6nVif1uDOgtdldoZns+vtPZpnWGu9YoGaUsC/RuN/43/q+Pf5WAbcH9zvPsJfUMlEvd0+rMdMuZG2/vr+NZVo4SwC4vbOaIKteIJ6vrRbHGzzJdmYyMOv9LuE5gwUigyOaCCl5J0ya8E+reSOzwNEYQ4RNljQBEPd+IQI7ZxlaMY4pIsAh4YPFntX0WnDsm7t01DrBmEfw+d2Df4b/vdZAvdId9o9CtdSwBzUX2lMaUEsxHLWtxeeY2NxLai0xsxds7mqlVHh0GYADbzuRb1MNjjlhG2ji7/f3Bph69lJQazX33tr24PjvbRzK1DpFGxh/KyVmv94re/yzvf5gg4j8qmDYe2Ats7Aq+91TtoraqtFJB67R62Y2DtRaWvjGITDasCj2EvvfiOwc1X4PtveAeOYJCfZBB8oEXYKITGhVqQ21WWdp3+3sAS/Chp6l982/nwyE+b6VMP7EzehbKQ217oaKoLY4Jx6uvpQYNkdsd9J9r53Gwt2f7HHX+nPDj3/4Q0uNcsghhxxyyCEfohzO4kMOOeSQQw75huS73/3UGDd6NqTj60UzXEnMhFo9jBlM1DsAXC8wxiyiFDi+9lJNIkBKjFuARaWQWdxl5F1LIUP1dgNGw8GyCK4ecro0w6nGTKguQ1mEQrubo7xijtnP+15NlouHA3t9X+ybz/SNZa5Xa2BeFo1tBEyGYs/yiJmmPvv1drXOC2ad9I1D3/z4MwsuLiPbG+lUOfC3XS7WTrZg1rdm9K3rpCkCkVg3AOeYI6PbQNdJk+WhESqcmHC5+r7590e9oZsNGFgg4f0VgsuokxRhOFkojK2HUu18iQ4qe69GB1U5OMuZY919HY3rLZbxBs9liZD2rTUzbjOo7F73DGJwfJdGPvSdQ998RjxL1CWftyYS9yna2PIVNsRsfyKTDUgEuOQ0JI3Z3q9l37WRIxdgLe0eIPPaRuDX/+mvmTIffXTG87Pn8nXvTxLKXK820KW1hpcXu8F1HvfHb+yy4coMNxMIfqsYwRE9GeSTzual5u8bS7RJIIq12/f2xRgX63BpBZ5DWNA63MDXINQI7DJUq3PWd5dAdOgH91mzTu6ZA2Lqk3CPTQv5wf0KpYFQxzEgmMx6ANiqz+NthsMY6Jl+lxfPays2iIziftNg4dl3LWjw2bbxfCMSY6jvZ5DjiN+rWTu1tOCcImLLT0l7yCVXkXDnutc4PEcmqwzoju+xb93B6fSbKdbt4HyFgZuvG8U4OGptuF1d/wlmTOjazzPTt8yh3b3wEOhEFMY2V4tws+018NGqUthfWxPnGGOU3Tt0yWSEM1UDCwwAKs3cg263GIw2439uzZ7LLITNw+w2ew+pJfZNlMP9HbBrWZhxc3PLDr66tYYShp/M2dWv13beRHhyvgJkxolCGzWJyf4sG6E4WBKhNNFlp1uT75DOkT06olvoPxY4XdrC2PY7V8QQNrNL/f5q3q83c6iVfb9T1AxlON6f79UNZSjescWeva21cJ8nEtPfG+J7RHIcE0II9vN1p+TW20Ym+x0AiFOYk+rmdiXCxe8TbOH/+17i+nayunS77uGsVs3TsR0njih+B6VkUY+2rQSOYOXJHiwwAQT9G8+dS0LYtsdvtdawJzCn0Lfe2OH9Er/XX0MGHn1DKJPcevvud36EQw455JBDDvnQ5XAWH3LIIYcccsg3ID/44Vs0x+GYkt6drA/Z92KyQ9ZF8RKMNtWUecDrDr8xBaPztlXzfk2KzTlUd5fBkJMELrRppqFzFqgy5GbLlGLfvyyCizPcNlgHhghHI6HGzN7aqkmQWlZFeb7FMmb8BbfNOyGiUd5HuKtyfH8l17fo9CXAzBsz3Y2b41xSyI6qezHZQVkFm7PJ192Pv4S5JabJvDU3Jozr1WcW2vnOWY3T33Tw9Z9knYJAN67CPdeqzSLNiVFcAAEqzJh0x2R0uvqsqtbsnCSNcMpo1smYswRDGpHNfiWikC0kEnUSLiM7Z8HlxRmbXDKSCAeOcp5msts5UY3BGQ1WJ3IS3JyRjCZGSvi6JY4tKOpNuUWHnnXMvnqrh7m0KLW9HNlByZljcAI3DCjsSGoDKnqZCT2k26dm8/aLv/jf4nd/99vv/n56WsO66Vn61lEV3i9xvXlUgpTEQjIC9yxxGsro3AD7eTJzOAJhewvtC25RIDmDsM3duQtTyPS8AcZh7TkOX5szqpZAsDsD+5Qv+CuT2JuJG3jSY4K4z2hCAzv4ap8Rz6WAnSPQcxZTAz5yXb5UwueHJszly7iYfbb7THkiEP9Ed3gCFcsW5p5EIBKN6RZeNELas0TO2N6G8f1xLaswtjYGA8U1Ka5umpCk93Xrzxw2Tj+mON7KhDJkbVIjNMdhShy5Lxvg7gEVRHHcxtRaFWB3E5UyI5mqYzgIE4d9UlQNNDhRhFjOORnnrAhDnWNuXVbAwbwTxCF+5AjxHM4q7ufC2EaJ9zA4HRCRO2/vUCSJCQZiogCDnZZkHJjEFPinRQRM0elnHGOgkG2dsoWPRiM0is5S7/huaBYEoMVMep8h2WrMmk3C2Ad9azXu+d2Z74PmZIKy4ygkUjK84P5+CXRnNfuARBL7NlZ4uPa0qNGJCu6wDINIAvbBMbjvBIg9TzsggHf8W8drRQ1Z06pqggxK8VE+96AScp5/t736jHQAyIt1BJfWwh1Tk+A6vP9dMIW/Y7kB15SNvrcW98C8JBO0Vupk3lRw9fruJOYad30fgzGq+w4EXimKhjbWdq/LD5xvk5p7V0flseWWJeNloBHp38p2n+jfdP4719J/tFbh0SX6d95jvsse0XRyVhvU0yo+/fQFH31k+bUPOeSQQw455EOSw1l8yCGHHHLIId+A/PIvfQfns+d8I5zPnuPPGiBSYpAzwBEBZ3nUpRKzaIWB88AfSBQNsEkZbYlm4JGHackC9RHeyjidHpyGMw7hlBink3MW12r5ecXHpXcnzNN55NCN/MiijPPTo8zMMZkzg8iON1qDysjzKhBXhIVwGt7PzMaQ3fsmOJ8dERcs93NKClVnlBU2OiAyq9vrBN2zWEfHIOHkuCGZG8T0jbE5m5VM+uYzOlISnJ8sXyVaM1zbOQlErd6oEs486MSEG1CVcVo9f5017qSk0XnI7PoW+TLVja2HegQ6z65fg0RdVx/vZzhqOogw3rwZxo0Ie+AzY3z05LlkizEU5yzIbtxEGTK8X0RQijNKq+B8/ny3T86MBts35lc+xNe+CWTzddtxY7IZXcDruDl9A9AGNcmJA6efKoOGBSYcDeAqwNPJ5Sw2u5ayKtjZ1XIi5GHcVONa6vvUoBOIbrBexra71is+/vj87u9l0QkXZcbHH3++szilZOqZybrmYNxMyb4vJWtITTpz3TmZdRaT35ztl0HITo9qB4Y2lUfocP9LT0z08PWB2LgCBpm6IeALf305tYC0hAy733WoTXd2OQjW1lqAtEdpti91Dw6HGv0LYdxSAxz1Kyr4p3IWfxkhio7+L+OfPz/ZRZmS4Mn9JpIdmoo6eOPOzznu7yKE1hzPZ1Kcz87pKDa0IWUBwe7BmgXLmNmbBMnfg7LAQ3F795kq43yyZz4Jo42IHyneObLjCPaQpO/qXq0ONrJOPlUOdw5WMvs7y8yhK6EvHRp1PJcYBFu3qM1+VWXkZMc2Lwk5D3snAewcfDkrmP1dhY2vThNjPdv+J2UDp8zMUNe3pIKTe64vsOGulDiUEQH2gcdXZFJ3ihzFtVqoYJ28n4XduAlOrqKUxcwTEQWdFGWsk7vKqDssbHjEga7fuo33CYZ4R3gSNLfneeoJVcHpyekE28xaEcHpybY7qYDN+dSgquGOd3qKQUrVBQS2j9xaFjEQ5sSEFO5qhFr8Wa1G30kIJ7feRO03DBOFu6omCVQXtVpIc1HC6u4T/vuIBVhP9v05M1QtukPy96msOAfYZzgeYcbZtZsF2PZxLRGeyO7TmjhSlFR/Nxc8nb1O2G8Ikbgm+reQQ1NQe8fTzDg1t5bI7UEiOLn3a7YOfCKCnuNa9ocuO95uldk+IVbfOZZJKg6pgdCSdcYnJfO9DAC/+su/jb/+N/8dHHLIIYcccsiHKoez+JBDDjnkkEO+Afkn//T7ePvWZrqmRAZeNecIiXo6NbyM2YivH7jD9+mbp4S3bz301m54LteV8XKxdZeiBtpxxp/JlPHi4XXVcmedToKXF2tML4UNLK5IhJJdT2rq7nYBazV7c254dtmYaduxbYMRIRP2m3NeVDduaMFZ/uYJeHkboebG5IllYVzduNVSLSQm4e4UfPz25g3CnLBsaGbcUoDy3DYxOqCKoBNPbr77sNkyb94kvH22davCjFvOjKsbN7SGt8923LzQG4S6xY3behJcnE7Uqua3QLuM13HzsLwdqvJVzueGlxfb37wWo2+qgEPfu4+b75ttxJs3Guatr9M2/M24Ol1uixp9e/XVjdy3wsDzs9c3cuPW8PJi2306VbO+mGcc3XEPIGcQO5+rm1tgycVkJCcFtpA80vA8jNtr9ogxkb3xetP1y+jbwtgcVDbOCS/PPtPOZ3ABL88OASHBcHuvp7hO15VxuYyGxAjD/XQWPLtx+/GPP8Fnn7199/fHH5/xk58822afi4GYzjlm/zIDP/nJo553iUAmWYZMGQBYlmSyVU6nxWT9bD4K5CuUWdYwwWbV1VaDYblMvKACBg3pUQSEfao0wCaMUoSq/hqlr9O4x834Qb2kGjOuadDJ1hKoeejeCK2aHG87t/iB7mKavmKpqG7WfRblHkJRGt6+tRsVM+P5rXVps+ywvau4Xv2ZAwNN3bPjYhapPyu7c3J0ujU8u3Ph1CwKRtoYW7V9I6JwnsEhELyhNd7fMmEbzs9llQCvinPGy4Bw0jk9XTdoxdswbs3c306rmnoAYF3Vwvl2wlRbD2c8u+fC3o0cxnZZxfRNlAKvrgjh8uwPC8srS8Tm7AD6eboP58KM1uN8VtPuvnd7WISMZzcn/mxcqwY0j3UVXIb+kk3QBgA8vUE4F7o8Cp5bvJsumXEd7wq6Y3PIPE/0vrqHMsiT+xsZlJ+8lKBv53PCy/DcLIv16c0Sx83d3+paA5zvsjCuZtx2tOLOvDc56GncOv3d/BWGeMySF1wcHcnpBNtuumd7Dh0kWvH2Mz+2Yu6P2y6Am5PT2d7F390VhrF7eor6RmyPtGVVvDj47PVkaTz6WNuzgyWFuyGqPQtPaOGulBMZ+htNhN19r52eFC8DrQWoc1uPcqZs9AZ4DaoY1mmJNC7+G4aZUN0e1NeSX6fNOILXGvu/rs18L3SIc6vMb5jiWhIbb3Y6I+jkslgo7JQ4oO48ne18v3PMB52w3ysqZPmPlxTG7Z/94+8czuJDDjnkkEM+aDmcxYcccsghhxzyDchv/tYP4K0moyMF6JHM3iK33WKGyb7b30qZJIwVa+noUIeOE2sr5rmkgt0ZaHbH+ff6PuvwsI5SIPKnqkpwFtdSzEe9MLA5Y0DnLnTOajduSSJ0aci0FkZ1v3mHW28TMI5bz3iyxggPy52U4ZGTZ7SitcDCGU8cELdbQR0dLBTnbdut62LmBJtl+nmjZY/sL19YprqBas7YDtx1YnxuohMdTnzIsOA4J2WPk+L7BvDdSDi02+kWs4T3e6j2mQSDNKK+9XGL/MBjggEzGUPb++quhTBaBAkKr+8RBj6mjZaINhmM+61FL9xemnuQw4N1sr/AtaBO+ubX4CxD1GeIz6hZa23Wkg2gFQst2VM6fTCMrcfDCr622/ft5eXF6FytUQdvt9381loss+91ortwdccy21ZcmRbe9VVIK5jAQneQ2FF2sY5gmmw49J522Z2qxTJfUV/+dUQ8P64H464trN3SGna/Bwz/vT8Y92BSqIOhzi1SO3vxUOBftYwjQK3zWo5S2yz72J8Lce9mh2jS7xK+IjKdbrUFLu2Zs95nzPp7ymu7Rym1weO7tim/t22mRw3oz9kzrux+L0X/26zdGO1XHfVH/5EwDpw/AwDAIxJM+zDZdQNteGkh+IMhoKFvrVDYnFv7YoSD2ZyAGG2oe9vLZNjsvtzeBRI+2uD5WnvV1lvsz6B7KfuuyV1tdsfx254PRgPQPYHD+e3vAMD8HuBlL21yP2UDA71dSzzj62Tc/LkUqFf6fW0MGOn65nTC9a2Pm9WmWjn81p2jDr7Z7bnsIH76fdohCZDiTm5wb8ArxsWjg56L9rWh4x32eilQ8egZXrcf73jX7skaZBFsw5zctqhMfp324hXjOJVCJvgNiNDY24Tmg0WBISBpv8WdMuhbi/f62TqRpNgHMu1p39jPfwuoJrNxExGU+pir63WPdxH3DdHvc24P2BH2vZTYQP8HPnIAzGr2oNsWL9COIeiOeGO/G2+3Ei4+ohZ22gddAMBv/cZ3w2+HHHLIIYcc8iHJ4Sw+5JBDDjnkkG9AXl5uWNeH8UM1cvEuWazzjLpxccmP59ZTzJRgJiwDHGBKgs192KsKljx81FKHhR7h906nhKvLahQl5MFok7OYrGKgwyHmoY1EhFotrN2yaHDwEbUAeX1x/MxJCesAgSxC2J3hNi8SHJpEdDduPd7v61ZhLMsIfxmhZHOW8FtrzUDGracUDAJJyUB8JxXcPJx2YiSXYVALkAar/LpqyPVTJSyDLqUk2FzkuihjWeyceEfZekoxy4nZ8PctWXHz4+bmZOZQTkmwLB4anQwk4rok3G6u7sRY2jjfHLIJcpaQveBt4suaJpxrdkxUJRiyfBmgG8DYzInAW5YkWb7OlOOcdD0dAwGiM2NZJBjYWdi8f8kSOKNVybSb+RW+fHw/o1TnGGOgiM3yYvZZP4xa7Zx4x1B2ZYA71B/G+VaIc+DnzMa0rGmyBhOjrb5ua4TNme7Om7HdYsskCYbD5Matw5JL5wN9bfeaAxR+zoLb7VHGZ/8CHap6NMLO9pdlyTid3Np18Ifn82L5kfUrchx+SUet58dGtdy8QHe4Ne9wcvywtVF0XDjI56+Xn/jLSUzGo+BgFDQszplxgz3z2t31PkpuFYvLmv05UjdODeTWF888Wl+hmFYyoBPntA+rEEkGwn9ZcwhIyTmb8zrnBHE8o+uaDQx055C1JoplSfCzIpLMeso5GyQHAMinbPbOGSd8WgSLOxvZQeanLMF5l7Niu1ko/F38/SGFs6q7Ox5tSkmxuD0/JTaOL01i+gF0GGhzngAAbCTfsqTgUExJzL6Us4DV6td6SiCxXM/eg9/rdvCyLMbBlURRkj+/1Zx7wgRwDO5ThzGsYh01SQQlOz1x3KcqHM6zvGq4r3gnlCYxd1Pgfs8azoGUBHAQz8sa9bRWm22tSZHX2N8x4E2EzRkE3Md7UBMmiry6mZD9GS9ioII1CbLT9869arP7/TnTddn8BGYbTJpSQnEMLZ6zVoQDcsCyaqC/SC61N2cx9/Vet81ITskGOQD93nMbxpbQwGyh2Jn6uJi6k6XAYSUkdzdcVgUPoABEBJa4vn1QHIuafUFYkLMtk1eLVsJMcQ/IEu551Gx2r4j9Pnvt2/jNIsqGagbo9zX/zUDN3ulEGNnPSRJsw5ywxLqXRcNJz2zvGSkJ9iUG5m4j7LQA6tvtxo1a3zsMTZAySprBhQ+ZzMSG6qS3237rMQFIfp0IavFr0MKsf/ap+9A+5JBDDjnkkA9MDmfxIYcccsghh3wD8vz2arI3VBjVOaqac0ph4uADIkxrKdU8x0LgEvJHQhkq3iTezAd1Q8/CGR18KuxpLkO7+0f357+/1opS7Qc8TYwhnRPMGid8Qklvt3tbg3mOCJO6bX9VeJqha9pIMcuMKGbmlGKhWpldthq6g2X8rZeZ5NhM6jbOIyHsoW826l+YQiZOg9Ol1htl223n6NHnkRePptkyxnHSWnQ60bv/jC03ZbrTczJuZkxan2BTLM5Jq7ZvwtHBhWZ1gtBC9gRRXIPN6ZIwoTgexNYIZHgY4ZOfgUndPvCCKGZ5VccPyxwzSjwvYX9uD0bTkN3bqllfzHPgXnYOL5AFs+3Ow6hLI+cbc9Qlv75bQ+Dm7PM2afdoTKcayrwajt+12+03wHzveG3r49+zMm7PnfVtWnf9wr3rKxGXAfTeYrFbQRgcHKo7bMZkawiBL+IgrgGCdbl/85I6gPa7v7vLwmWkB6BmYHGw2w0NF5dFvLUG9qgAcB/kDWCXtSlfoxM9NSDDnvvx9I6ZvEwEGWGg0XkdbRkx/jQChfOEmDuqyiB+fRPHvYOFQktJ/N5hz6p+5nmOdApnBblAB5qUYbK/NcQyr3WF30b9api+n01/47iBLa9vr6ya/hLgODVfA+lcu8MZx2DnwG2tmvltCPTifU6GS1SFRSV4/XXcRGYZwg0Nnt/cI2rUWuz+DoDIponXVuP+VWvMkmc2mdx9TmIRM0ytxTKIzxHbQDK0uL4INnO/Itbd75njLw1ANXrymv1o2iQO72DS/64T9rfm7kK9Lz5gQ9web4M0gTuv7ewO5e6CYQ2o/UZqrQVdFibIeO+okSIBsBn/Dfc761CituZpy/ueM/xWagv9Byj81u8T7vwI42a5yzuP+GTvGntRG1or4CFoo7U6CeIhE5jb74+f37ded3Xz3cJzPZBtXF8tLO/u9H38XWqJdfNknQibAJ3Z2iXm+xq/111mumz/bujOeLMv7ZPgJyKD4l88XBTi1afW1/7bbx2/57Mw2uDk/uxTSztwyCGHHHLIIR+aHM7iQw455JBDDvma5Yc/fItPPrEmcGYyPFYAcLlaaNOcI0cUgPBcyLiZ1m2f8JkErzJCnREhZuEo43axbfIsjJ1Lz9ZdCplsZ2bCbYvGQM9d57ORT6S4+rp3yxHVndXegBPHpH/5Dw6+cwp173s1xpGeEW77zzSp28ns/dtWTMZBzyYKZLThOW+wEI7jhquxfd4zIb+ELrnKVWLdlyuMUWemS63B/DZBTu48lBM9He0sXZdiUMXI48xMAfB1tga8EKnhtAU6jOLNZPgQNrcImPk9dY9OV8bFQbFvZTdwoqqM/ebrjnPiAxhmuuT55bouuYwTiuuyG9ZHXuWZntqMrpwjXD0RLI83EJwEMhm3m9s8lhxREQgwmdREwO4su++bb2tbj3paK9ssFELgD1WV8Ft4D1EoU0oxaAaqEjKURb647s5j/ujvFP70mxSCcYoC3bnjQwiyh6hEDLRpPhv3q8LY/teQ7iq2hu1a7aATENzF3Xk29KUCZ5dhlHFCopP57axvjfOwcsV+++aMyT2MaTQJOPxN9PXlEQ/2fcc4LMwcUE/KbqHmda+BskFUw9nEu3eARNQR3S3vZS0Nm4e1n+0L/MV1M9nAsVphsuWAPm5feO5P6n59+lVaa4Evc3F71fz8lHBfIVSTXc2geDYvsBmLm+eV7mfTLcCnMvaRMoEo7Pkp2zukbAW3MCfJcAbPhAiB+7UoG5qKfWcDb/yu7kvkBfdBeX5OOurDo517aZMzjnCb3JlHUeY4Jw66ttaGmyuzrAht8hnhLLHd/Rh8tLO22O5lnd3FojPLtxuA0SUCQpmW1ayLjWrYw1UljFtAAkLsv+cx5tuObXfzNpnL0AcmXEMEkhio8X2LjsnpNwNgLqg0uZ93bt3Hb6XUSMlxYlyHtfPaPBM2xYSr35cY2Iaxq6Vi2zy3tMQ1EJAT5vPdhg29VeB683pqv7+ulwgfLcLvmZMB1r61UKZ/Rwz3vOuOMtHTL9pzgahLOdk7642LgaEGADpnXDzf9gTb34+tJsE+7N/bVkwmPwCcOJs97/Ky4e3bC56e1i/syyGHHHLIIYf8LORwFh9yyCGHHHLI1yz/8B/+brD8+KjmVz608dO4w6Z6Hk4btT5zzDaYIvfszAnM4c1F+zdYmOBVcbtNsju+oG7RmEmzF5tTtmTBFrwe1mAjQth35xRSAcgbnjxcXcKLM0a2VkymSnf6ekMEeZtpyLRdF8VziDi3Efiq0ek7yy7y0HQ5azCGtdaMcSol68wEekT+LP1vjLhfFply1Y1ZSD04wRkjQ8ZTzIhOGp/zBsOc58EJoe6J4clz+FabKAJNEoztcFM5q1sncIje4ZWSYC/eIA8Yx/BsDUjMEifHxJiVUCY2NbMGJtzHIgRyGVW+b0knzmKXGyhCd87k8X0c5xzWCZaTBvhuX7cqB/1WoZgp4v7WiZPbr8nO2+7hBVrcY0NWTM/EimVsMMh//p//H02Zzz77Pv6b/+a/Nr+5ZQlVmfTN9jclCy8NxCwcgO6ZKY9f9l1hBmHCPf0hSOCQdQdaazEjnXxmaExD/MYls4X9bq2hun2iegUAQK3Y1lPzCJX4E8Sw4LYAeHWZphXl9s3lV8c5iXI6ZVyeP3MFrfKKKtjBMKesaIPDQVUAdz9Iq2LzBOOtYkx96xCstoi6s5CVQc55qCwGhrg312Z+qRDY6WFKas7wGU99z4a2QSx+H+7vsXVrUuO4IPIs4YCmBbfNoq6ETLiUoervXkAZ7lWcFLx7h64a59Xs/GLmsDZ7VmGAdXHvJxPI1cCWWgUA1RZoDAjWgVh3RvMBBIlxGyB3qUYO9M6n7n+z95HaPL5Bv4+WMdBhErTCwgHlxKcIV4rYMCnZu0+v2umSxmgAn+nKHH9bVgv56+8FwKvj3/9q18AsI77DrA9zWX1QCZByhrl60Wt9j59EFazuObZcskTkEb2Rsxqe3B6M4x3RcV30oKzRO2+/D16fM32b7ecM+Ox2H1QwC27KWc33R1freM/ysDKeD7c1BBSlnNQ4K/cSHe+d/9kvgmrXV+UQiLuuCS8vQ9buhINeRXBtX+CsbfH7Njsn8wxNQJMNjm53FI4xd5kmgUzLImZ9lQmRcVoSboNTvfMR27paq4a3G7jr4KCne6lhTpKjNymlwCGodxAXpyu/9D/8Fv7Gf/JXcMghhxxyyCEfohzO4kMOOeSQQw75muXb3/4hnp6siVhE8fQ0GkPnvK9PT4+/O4wnIefHbzlLgGwUIfM+YY58e0lAb/xzHMqk5I2IhPN5hG6OHMIqjPPZ9rd/hI88uzNo42aeE+EQka/CeHqypGjNwaylCb8fMeFpgMfrzuJoeHrz5vH+zvNrzTwpC4js+wkN8vSYFJ046lJiWzdiNmxODJAdNyIy/MiqjOzHWxlPw/tnRuucBXgTnYBJR65rRk4eDhR4evMow0TBUZgy4YxsfiM0o085S+cmNHUTTqdk/p622wmRmN9TEqTsHBDKeJrM5SiaFU8T18i4vlISkHNuKLNZXzyB+NYU10BrwDK0MyUJRlpVBj0N4z2pOyUyfQN6trXle2M4NEgkFRMMIkJoxTt3GB+9sXMJB5GYk8Cjn4pwgKsvnoNQGW+GcWt36OjQbrcGVMVwq3dHtGu3MsiMd2eMHac3JwHOtt3McGPCUDfff/AHP8bHHz/h82RdE1qzZVQZOT/alLOav/tvGR9//Ph7xi3+ySfesPqzz779MuJ1u1KwvX8QHMVe/Fqi2iDkP5lrcKaBWnAWu21pkqcEqGTnnJ6V+jrFBwQR3jzZ/uZFwPzG/KYOOjovCapu7eaEPPJ2KwOBW1xBZ98GsQFJi4L8vpAFeTiLRNjs3UDnmCTXTg8XnZLiyd2FVMXca0TYnJVAd7p6aOzSmoEFzllAH32+01WUkRw3Z85qIaYbQGz1KyUBPdkOCzfDS6+O7/61v4EOwDk3JCnObsvr3LdDwJ1IgMHWxCDYfdgNGzQBT092TohgHLGqCOdAzmrvEBSD2VQZZ3fX7ndrGyjoxy0nNRDbRBR4fTUJzu45ZstFqio4nW2ZlOwdvd/pTJH31O3bHcukJEhpdBYTklsDKQvO5Op254wkinWrIqXxGYR7Vs4Sod9DAIHg/MaiKYiQDZiYcCSLMpq7V6JaN6Qq4+kjex9XVYs0xAzNfq8SqHsfizh6l3iH885iFsaZI7d1ZDeJASrns+fMtfcaFuAcdInAbH9riw02UY3tJmomK5+FJnoaAwVTcu1WwdObqKfF7JWC00SX2O05PXhwDDqNa3e2VwY9zWJ0h3Bf4zzu8XHtdAQqezad3bdlSgxNfv9Wy0Ge1V8rQWzRl1gYJ1f3b/z6dw9n8SGHHHLIIR+sHM7iQw455JBDDvma5dvf/gHevnXZiWSzIs5nxvOzdTDmXExmb4c3s3UTNbw8+6xKm11xfhITMQ50vrcxI6DzicYs4peXCAk7yuk0a7fNLhFGgIc8nRhvXbtbtfWczxrK5ERmTFQRHMpP54a3Y5va638ere9jYt9XChmIVx/pDwCghpchA+Vd1aZvYsoAwLbtuA1ZpEk7vK9tOEJ//Yi/eVI8O13SZOF8UyJsm/fKuDFxPG4A8OaNBj3VVA0UYE4coNFbS3j7PHSmTaCTqU7qBsZE6pwpQuySGv1uAMg5bt68aWFMUiZsgyMhJ8LmMslPaEF3vbx5anj71jn+3dzlBRHmsDU8h7m08vQm4e1bB62qZLJm8xKh6Ns5xTXvHT5PEt6vuhuDfE4IARMNYqDBaVI3U8OzWztMdq0sC+HqEf3ODS/PMZtmlJkOprQZWPll4Qhhj4qL2+P8XsVv4pyINGOMXBbGxY83BCIPY3drDT/+8Q/tu4jxk5+8Nb952Onz+YTn5xdT5qOPKj799PHbzFlM9K0IHPDHSExW7QfgPF4bQYZmNFDYcwqa4coEAG2MZTCIl1ZRyK7vb52s0wQAbpcfh+zyb1I6pepIEcF4+5nVUxbCy7Oj0iAxKYQNwMXBlp5gIXCFBZ7l8o0Qnh38J5ELpCGEO8zSsjmbhDsIs+0b4/mtP2jJGPvPZ4R9KS8Vt+voSOiQ2qM8EcJ+Ul8be5eGFqC5l1xxHfYvZQpBBMzA89sIpzzul6dzw8tbD+UKXId29zPW3Y+e5nWbMohnal6quddponB+nM851L3XYu4aT6h4fmt1STNjG/RE04SOgNfwXP99zDxccHmx70/ZZt+mJAHRg58Q9MTno54Ry6RM5i6Q8h7QgJ6eUtTBFu/VL289vC2be1zOEVGDeHL/h83sJULQkz53j79z3gOK0NMT4dndfdg5+EgQ7rr+DpNywe7qPp3FrgsCikPVOZ817AtCzZypeWFcHZXI+tRweXbjTWq82MwI9CrLksz3Vc4SAmFPZ3sfJaLuFBzqfnqT8ez2SmFy9wwN97rT2SIiERFqsbtlr9uOSf9OGesWXB1U8rqwWTs0CUJ8erOEtStChopoWQpuvt1rMm3ymfwAQG/i+UEMAyNf1xTgo0/nbMeb6Z7x/BiVN7SEfcF/u9VSAwLX6Sx4GfSkO3jtfL95k99T96N/a42w+qeTnUtHiQ4A+K3f/B4OOeSQQw455EOVw1l8yCGHHHLIIV+zfOc7bzFm1c4yP/v/7riAb/ajOCU1XFhANAROoRARIRS3vVoI4kWwOYNOgJqNSHkgklD3zRnLNCk2Z53zTkGimHXljcoAgpNIRbHv1sAREIkZhp+sVx5h4LbNZ2dG6GSf0ciTdlO3vn9um0QVm/sxGAInc+k5P3u7Xd0iX6Lu6JR6f90P3WVR+HHbSzV6Mau7Ng7jdPM2fBbUFudkrGkG5z1vt00JZxHArZWZfvvxrrO6PQUmKdB+irmcJBD652bwkAHWc7qfxMz9WmzWj4garjWgG9jGN76/bjtP3hDW9wWnJ7P9xLfRr1P0vcL4jSi+PwbRIOxVtVL4rewOOmCyV/7bf/5/hj/7Z/6Cqfv/+f/6L02Z1moYpwCnjQibum32udl4/83/5H+HdX2k+e3rL+CQr0+E2K671qz3BQBqDcZ2QcVuNkLgWzk6hz806UmPD4N4309dNm5F9wyNv5EFn+/DYcep18WmjN/D+znvsxMt5u5sj7+XHOqmsKlMQw/iVE7E7gMdrt8H1kTIYV+qVgr3mOb2r9LiXji7+wB2ny0llmmu3WWflfliCUwbQL8zDYdW2SaVTSr3Y9L3anfOOXjZspdQZppx77rn72dA1Ld9n6ACTMbbt9vTQfS67Tm3+zsN3qO7rvIA741X6POBD3hrQU9iP2JP6rRu2+4QuIgpEje8C73Hd/oADT8mM10WGHqR1td8M2MS+8YqRjn9NwuAACl/bynGfaiUMvvgME7A67UENByqbObtcc99/LhvJawDEb7rdJfbtUQI62bvhO2+JsZS2x7rVmHchu/C7sx17WaF2eNri/q9V/jKRRVlCLS43TweEu5n4+PXmd6UPa5LVcZtuLh1KpvZHXGo+127H79tk71C1cJH97r9GSMAHoo/2142T3eCO+3N8F045fp2UZD9jLEv+P3f/VfxhYcccsghhxzygcjhLD7kkEMOOeSQr1lqbcjL48hdJtmComTKyCTyOy8Cb/cR7tlw78pkCZy2kgQjABYzBTjQdVEwuTYJ9eyh4f0+qlyEsC6DI5wJtRTzXb4sYqD6ehtad7IN7X52GSGqhGUZIZDvXJFD5cuqaIFXjMADLFnnfvaZQ4yGEaYYoEnd3jjHTIHn14+JCmNZbN3eMLQsEowuwuwgLHnieGczJj2zwdazLgpyBkp2/Lw5iTGmAN2gZevu2XGm3augVg99CWAdMlaz4HJxY6ISxqTWagy566rBsKqJLARyFuw3WyYpo6623f3/j3UnkOO6VqG7QfZeT2Jc3XgnZaPfwN2hOtS9LBohrtVC+qVJplRKgnUdH2ydqnN47rTGq3qHmLZ1+zWfM+OpumdrM5Ck66oTDkALJ50mayclwcnBptZazViuqwajdYeYtnV7Dt+cGG2x7a6AafeyfHHdqhwMlCkxFjeXrdl5WrIGa2efS/MUzmcLKbgsKfzm5Xxewj6wrtnUnXPCzUVR1FIwBzA+5OsQhjMrT6IaEhN+zkGbJlKzdmptgYezlDrhZX6fI/RrkElf3pwSsD6c2iwcMnTzKd+dnA9RTTbDak2QFPVbxGYt++zxZclAc5Csqub+k9cEzy+/nDJYBn5eYThwEqScsbgAFBE1GW05K+DOHb/HzHh9UxIsbh9kEVd3POd7X2zdvoxO9ipPVZISo7k9Pq/p7jDuQkxoxd81E7Lbqjp//ReMyaomBmkWFKZZsOy2Tcx2n8+Z0Zq9QyyLgmjMToz3mpwyqmt3zmL2+ZQ0BFgtazb32P4/u3tGFizVQeCqmICyTkHi4IxXBbHNkG3FQfcmDXqimk2GbEoS2rSsCcRD5iPud4Oh7pxTCHZQtfQtqoK22LrXVc37CPf72AivmwR5sWu+B6w++sIcyyyLAsNda1q3KtSPCWfDE66J8XR2ay5LcJDX2ty9ImFd4/yOsNcdgtrvQ3YuCa880eOYEHJxcPTK2MbxZkHzcPiT8S6Ol73D0fu7rYXUVgHgxntd1agO4X6FMTooyCfbblWxyAzCyKvV7173Y5xo+O+7NibCcnJnoXPWihCW1bc7mftnA6Z3r8X1V7IajmARmO8WoJ8N4ahziFu9brd/ZjaBtqoMmtXtqvae9163G5OczV16FthyyCGHHHLIIR+KHM7iQw455JBDDvka5Qc/eIubh9Ob2Ib3vdgMMw5Idd0w16xzqRQY56WHdQUQHDLKkXf2Tog81PwKzzoYOGJiXm/38LdIzNSJEfRtmu0QM35smiMLh6zK1r1r5u/mMpyYaVK3d15z4G9tnlW4Vey7zYKy+TD3upuN0GfmkJUSso1au/d37HBsN6rNLhEh7D6tc5Les+87RkvvTAcj/C1CUAFNsqD2YufJ2TMBIAQ+MNPnZIsNz7lxmz3RYGxuvW7nIJglyYQ2UXTjVJd4SjxZBJNUCm8Imo63WyhM5Ok8p7C8HpqQKSY+EpoZE5o0Iroo4rqYwx/7bNwWuCsnyYLdYPwFdcehbIZL8j1Vh7SQWQa6D1hBi/l7szFpsAgPzMBf/sv/nimzLBYys7WK3/zNfxxqCm36EvbCkycPncoXr6X2pUr9j0vmmacWarW1hpPj4iVUZOcJ3suOMZqrNcuH/XjjN+kcjj+t7IKybs/YHeRz4LSFzfR9V/fw2CxDeHYYeEjvBontJIQ5CFW7R/p+6jfQ2QLzGaszLfDBMJN9ocXTn/yNwN0F3le3H9paW9j7yYEe+PPj3ij7Z+1oBnYsY7Zzv9uNgQ4I89ZrHuuJQUKzeRIhgxhRWwvnVT97LUdzQ4Hw4ORFC45g7zx999tYN8ffaqv3DNhH7dN6jH7Hy8/sXG2wqD3TNcA2CK7B/v1aZoYsYl8W9TJk7n+JQ6YhBi1MM7m5me+SrqfvqdDUzTbj3n1v9IazuXCWCsDtFcQCFv891Uxbp/PEdg6m6xnV7AUNALts530vYcx99ute9tA3qjDPNfQgy/EO2uqsbvvNt5fa94uxLy2uUxE28NGdP9evCwYPGeC1lMCt7Ge3oQfDjt+UdeL07Gvu8WytFa1Vl3Fr9woCwC7Ir05016+JUmrYh2b3OGHLNx2+gdFpEvYh472U0oMRxnZP1lzPHB9QF0rc99npyfVyw2efXfDmzRrqO+SQQw455JCftRzO4kMOOeSQQw75GuUXf/k7uLoMThYEeGNvsBRJocy+V+OEUuW70/XxGwuF911vMB+7whSyYWuzjrlu4HMZysImEn0mzIqrK1NKMxkD/I53anhOYlan/5tWDX1rEOOMZyLsPjpdIs/u9QqT4bUuHOqusBngRBHuloUC99nlCmNQmPGTtUbhN2/gEv3iMck51kOE8Ft3lA26IxT0a9us8ypnCfPNRIYTEQBqjRnKfiy3bTdjlxIbnQC6jvo2Xa9Wd5klrh004wjsmTUxc//m2u1NPiyxv6U0A0UnQgFOWSb65aX3zY+bhSru/HCu7okOANYlwhTXZUNccz5AQzW2yQtRfH8DzPtm0MmqHPYBNB98QCEjmmA58bqd3WUXaezvzVFwtoaQEU0U9z0vfa9wY3KzxuicBb/wC3/JFFkWwVvHbferv/pLtm7VwGV4u+1GV0upd8jEsS/eZHtkpHzTEn2ZFCBKW6WQWfzFNX2zQgBu/+K/M7/JebV7KgEsNjUupTK9jzS3nj0v/Gy/Zjdumlo4L6SwOYtaQzgv+r7rIUBdFppayND+nOUpr7UFOg+e1o0vLKNazflQSjVZh+9vt48To8DfmVI1Do59j+gJwhxhUZ0aMjGuDvmjuYy6bSshmEskzmWv/NEGonivqJVNJiBvFBxMaTJPIKCMGapMpp7+m6U92bYSAh1m+tWdw8MYEMVzjthC2W5Apy95iKSIEtQffjzXEM8iZnWoMdG55DM/7800a661NqmbzFjO2KlFOIw3i70jtNoMZ3Kvm3G9jr/1d4+ObmaOCERqOXtraYHbmXnyfeHvQ0IR6pvt+O61GchnoDshv9QdzX9fNEuZc7vRHYHItinorl9zTOFcT8n2d79F9AKd3Im7WC+rf/+y2PW03SgGDUtEF2qw36KE2Dda1NW9x/ufcKgbAJqjawntXm3dt+tr3YN+adyH+rp49K+1FlCZ1pP9Vup12ADGfif2dZPZG2ttuDn6lpUTrtfHSrteAa8EIoyrQ8/6lV/8Lfz1v/VXcMghhxxyyCEfmhzO4kMOOeSQQw75GuWf/dPvx2zf2sxvKQmuDnqUJTpJSinGoLgsgsuLN1LYrA1ViQYIYWwOcroW+9G8ZMUlOJKqqVtchHl/H4Wskdaq6e+6Cp5fogNKjFOQQlZpUsFNvHOpG1QedWuAQGZiiMS6x2amLLjdPEStTaZaFsWLG2+fjUp0N/g4CDiaONlHJ2jO0RHOzDFLxGUJ5ZwCj3MDG91JSXBz3rQOp23b4xObc47QycArx+W9byrByCrCUedbzzp/lXVVFMc1TbDvV+WQeSlis0+Avk7GruQsAY6UwGAanaeM6golIVyd8jIBOuruInhpfp7smEwhS5Vxc2PCBONwWrOGwANlMnUTERrZ7I+8CrYSnQaVH23ojn/vNAGEne64xLAshM2Nt0vS6TDvTk+ECcnvA3DrKXMw6gpbh5sqh8ASEQrrwqtbVkHxhm6yEPKz/Ys57l8gMtCuSTXsn8qMJANkPjP+0//0f2/K7Ptn+Ht/7+/G97Fdz55vHC4j5WftcPwfmxA6j/Eo7Y+Iw96vi0UJjTzc7gIasiw7EoeHQI4w/qLJOC9ZUuf0HETTim23EMA2o7PDWbPbh9TtKSQCOP5dFgG5degz42ZZpZrs3k8cUQ76HhMzkG3dLZQRtUgunW7DUUlwAXv9CQnZEfUgCaMOnjIiChnJrPFcJ0s1fH/Oz1MyTjEPeQ10ZzG7F4rYIEMmAbO9y+asxqndUUXc3qwM0ThPI5wyC8DJQbsuC0qxY+JDa1hk0l81sMQAh30/a0Ixd5t73capb89+AEgOJpeZAvKGZg2IQ/1uNzjqmEHuuZwVt9Hp6M40oM8T0YSEeOxJTHbud9AhQMGf1wAgiYCbd4JRCBrxlaeUzDx1fnFbd1/P9oWsPnPVnpdAh7p/HgIbuuPaw2dn3Nz+xQ6uuyFcLaGq2AdC51oAdvcvIgqZrJrEBIG1VmPQW1Zz1vcxtMhBPbndPZfcczXWrcq4DU79vnc56G2Ke0XO1hFbW4l1J8Zmru6vbbYO7FD3IiaQpbfblkkquDrd7XD3/n1eB9R8C9dSQxlVCWdYD5B4/N0TsF3dp4SXIciv1gLf3UhV0u+XYxBSKRXNFfpHv/rbh7P4kEMOOeSQD1IOZ/EhhxxyyCGHfI3yr37wFqeTNc6iNfNbSmwcaUB3moxluvHOlsmZA/8hC+M0VJYSB0hcZTZ1z5DucpLwsS0C8MBN1TM43Qe5AGfXX4+Apso4hXY3nM95KEPYNm9UFpxPFsbMtzElDsZoZsbp9CgnEh3RqhzmqaJAB+NkytGqzG6eRChATve6PZ9pg+o4T2Ic2r0u+xxzhK1NiXE+OYK01qBDXSkx1N34RNlwrPbI/Mjxen6yY8LcnQtjPZK8YY7x9HQafnmFHBydYoEZFMSEp6Hd3VFo261JcXpyhlfnPMxZQO6KmxObYITO0eg43CZj2Y18diyZ/TwR6Onx3DTQITHOT7ZuguUyz4khyes84enNEOhAIdkGqgIz3OhOijzolyZGklj3+TwaPRGSVlMWnBA5qo1+KaOo0wFl4DzsMYhOm5QY5BxXqoyU/Dy5NqngaVjPDR2q0XKJR/0SZZzI1l2KHRMRwsnrQC2m7bO9oj/3+JuZIW5vbPgIf+tv/6fmt3/0a3/fBHJ861t/Av/hf/Tv2w4HONBZxuohh0Q50Q0f1Zd3f6fbjvrR2ZRZlgXED52niRNBs+IM+1zSbPbnlATJ8TTmZQGJWyvBcSc4Pfl7BEOT5V0V8U4Lxens1pjbr1UFJ4fyqe6+JcJ9vxrbqITT+fPNJKqM0zneUUzdTOYO8fr+k+P4JBbjEEkqwNnuQzkJaAikYYpw0iqMk3vO3x01MU7eCZnEwLs6BOZ3ffO87D4bVZXAbA+jlDk4AWtVc46mLHh64++b9u4qGu8x/az3+6w9C0Ql3L9EGGWojIWh7g6eEgP+bgVgHJmkDK9gkgU61s105ySGec6PZYdTfvytSXD285vYnL0gIPl2q+Dk2kRMdyjiexvF3omBzuvLLkikpTY5+2LG+bgPiBDW1a75fqa7+7WSCT5QjWdvP6NtkN+J7LhpZpydA7nUYmDNNQnOb6xeilqUGBYy8wZ0/fKwxyzAyOctwlhduzUx9uH7xQeFvZbx9wifOS6KUEYTQ9WuVRE18yQqoU1EzUCSizCWs0eQcPdbAoR3u1aV0Bz/sSi5wCHC6tqdstpgE+rzO46LKGGd7F/7qANCODn9ykkDlzUc5UP/pnbzpGTrZopzmQWrpwRwa3Wm86qCTUdkBMbq+I+/990f4ZBDDjnkkEM+RDmcxYcccsghhxzyNcpv//Yf4tnBk3oz3PmseH7eQonRKZQz4XZzRrHqIVPpHlD/KPd0lpBpe6ENrY0f/xFeubaKy+XzeVdPp1i3CLCX8QMdcMmDWE+C52cPm/v4LwCsK+PlxWV+pmqgKIk4ZHg9nQUvz58PN7cs5KD0gD15mOLAWIxTEzw/R7i50ZezZMLVZV7UWnB58Q4fa9g4P1U8P0fe1ZGPTJVM9g8AtGbH6R2M3NCE84nx1rVblQ08pjKwB36wiuehbnqtfyixrhzGZEtiYAE9n9f916Dz7d1/uiwLwyXco9SK2zC+hOh8ePOm4uXZzkHPGB4ybScw2DkTXgadZ6I7vPWjL6eTBL0kIhQDg90hvW3fGC8vo+5OqM9OgheXza/eoDnJWkaruLx8vs6vK4f1nBJMVrpQrPuEGtYqk4XYXRbG5tqdy27mSSiyyJ3PcR/wBtWUIuxkrQXXy5ghg/vUjpk8s3myEIt+bIGOenAxMK7NGNkB4HSOOs8MmwXHwM3p/OkkEH1jfrveCNuwr5fSIPoRPl8OZ/EhX07Kj/8lnj/97ru/c15QwhFGeHk7pp4iIkMAePFnSIJ1QKVkoX3vlV08nUSzqBqtJby82EWuLuuvOzy93lc8v40ZlOMO0s9e26a8sIXAdVzAAHB+s4R7W99mHu1elj1A2y6rGIhne+q8awFe3kao09HxmyaoHvWccB2y5/p9zDn3zhrmiYVNwI137Lw+F+q2AClYWw1INj7wrmcx+zNE8fI8y3R91LVUCdDYKRM2c5eaeLCh8U5GbOrOOwdI2mWRcHf2TmcgjiURmzMkbRzO+qVVqwPUb5Nj7etJcXE638/20ZkXqSPWk5q1QogBhLUJLu5clWTnfD5PKfT33UvuUmrF1d8jluTmCSED/XSOqDxe5vM0oYVw0WMnKJ6fHUoNA3W4LG8bYfd1n8S0aXYna1Bc3f4hCpQhECwlhKDG00kj6tO9xldZq4R9r9dt58nP7/mkeA51N6O/S0kmSxzoQRtjxjsRUJoby1PC8/Nl0u6H7PuOi0OpOS1q1+/rxjfozgkVL28n8zToYUoc6GKWs4b90m+q7Zzx4nQg7HuXWwjiPD3F5zxfylozLi/2LOjBzOO9vI/LKOenjLefuW//ar+gfvs3v4dDDjnkkEMO+RDlcBYfcsghhxxyyNcon/z42fzd4WAdd2mJkIMxe1ADn1f/WB2NFozNfQzHmnvd46/qIOIAYHcQrp3D2EdXx7q9Yzhlxe4MG95Y/TDSjBCPEjDhth0GFy9nwdV955fKGJ1GMxFRAJ/f35QEVwcH6zn8+m+m2WBVeA+nNyZ2A6uvyEHE4VUHxvnVwMXbM7stH/Vei51gUcBBYe6lmjKSFbuDQC5VAgSezzhSSXBJWaDW+dAe7RZcazToeojFVm2bNAk211/ftQ5V7eppCuFoqLNZLIrdeyEbQQ33HgV9FhaQ9yy0Zkz2iyqam2Bq4uCkYXiWgTvMpxvvVgAeM7JVAnwlEU2dO6OoCpi9w54g43grB+5OIYaSf846dbMqilNyagwxsN/RWcw8axOM0VNYUQLULJm9oRvjXR0c9wFvCOZJmSjR3UMQjM6Iad3CQAiQiLkvf+2v/a/M3+dzDgEDR2bxIV9KZgghZQcNmXjEKZShpjDMpg0IJoIWTQYsijqefSyoTsOJFeTO2u6BHMsJ/DokEkvvgAj1GlfTRCZnds86HQJ32mT/aHE4yW80LboXhRjk++LrmUwUCxtHhnfkAf0ciFeuasaBQAH5QlWwN+vA9ueF8IQ6gmzjGxH8kEsSFH+2e8SQyX7ppdXosRdO2Ka6M/4t4W7joWVbi3rCHO+AzTncemBAhHgegxhqjQ5sYQW5NhGcPjcNeqLKxuna6kRPSKJ+OZjxWiUEbSQVlMGZ1cv7eZqMk1hnpXdeA/3OuYW7a3UO49gXnzleSizGIgiRHJ4rnngCM864DXpZGgXdEVYw+WAA18gJ24BKMmO5bfdsY1NPHMv+nTMGhsUxSSkZepZw9MMGrDza5MZy3+F3NVUxzmJPOXKvfNImG7jiOdgBdJqAUS8n9YRYVPRvmpHLeZ/UzZP9wzv2YzBqh1UfHfbeUQxMj8zAr71PqHhSTtgGLO5Z31pFROpJYiDEf/SHn05acMghhxxyyCE/ezmcxYcccsghhxzyNckPfvgZcrbwguuaAp+YCGNdH0dy5zB22TBJgQH+jahHs48GmWWNz6kyaKi7GxVsO5eF4a8ERIAOpKPdye2zABnLYuH2ijNyLotEfjqmu7Hu0V/vAFO1YzKL+l8WidBuwuB1dLBSyNBJKlhX55RrBTRA8OUsaBdnXFILNdY5qVxmUZZg6CUAbfCo5kVDwIAmwToYknqWiX3/sgi88bLDQg/tThyi/jt04DC/dA9QGCxjyyqBsy8lAg88rEkZnk6167cfSwsFuiwKdR5lFQKZrGnG5iLzlyVCyzGTMaDlRbFtbpyyQD1cZ4t6GQyTDEiyWQ6bzxzLHBwn1XFZLovcefOG/iobfmJVDpnci4NwBfBKZPjuz5wF6hAGPBz9DGY9J0V1cKzMhDr4jnJm3DxnchKcBvTZ14yz0G7Pa+eMlymxycTobRLAwWc32CCUnAUsfiwtB+Qscz1lxlrdeLrIjpwlOEg6XOYA+82EskeY9bxaHWBqKGWEK5dgeU6Jzf7RkQPs+5c1Bna8vNgyh6/4kJkwAX/u+h3z25tcAH4s4JwVu/v6X9YM0PhjA7EtlENJkWXBAAEAAElEQVQZYD2txkguyvdgreG5JQVHjg1/6ZmJXqVzdugUk7tFzhqM9Owy1XKOPKjZwaFOaTiyoLYJZOmwPaYU96Y86UurzZwHKQnObt/zHKcd2tefWRrayszmXpQnZ0haFdvV7mk+8K/Dh3vKCbFZf1nA8PNrz7We6urevwjW6qDIE5k9W1O8yy1LgjmkKUJMa1KsqzsfkpigJxEKEOZ5kRD8x8zmbpFUgNXt/YsYRBLm6NDLiwDNwQuLhYHWxFjZwinnTJaKhF55XW3GuR9LFjL3UE0U6B3yoiFw1DvHNUmEj86uv0IQt3+sq4ZADhE2Z5smgZume6arR1vxMPYa1pOQhabu8wT3nJiARaBh34sNGMyCtc7goy30ud8/ltVCPgMAazOBKaqMxcMSJzHz1LmsHdT8ouFDh9x61cRYnX717zObNcyOnkUzY6kOPlrU7Tux3UtOgYdcazH7elJGc3eipG5PYwJ5+OhF7QZMADUPx85BL3O2wdNMFIJPlzXqjkeoYJEAl71kxfVms/eJbRBOSorV36clowz9VY3w5B15YgzuAd5++oKnj9yBcMghhxxyyCE/YzmcxYcccsghhxzyNcn/95d/P2SCliLG0NEaUB2GWUocIvj3vRgHkGqHwyttrEuCk+h2LZavTgil+DY53qZ3kLGDobBZ3igAAFXjeE4c+ZG3rbr+NrRmjRidV9l91m819NfX3SrCWLZiwaNVJTxXyu540F4jw8e6OMzLrdnMCs+n1uuuKOOAt+jkTq0FRyGVgn00CHF0JqbK2IcBpwbsbI1UTRHaVEszbRK+wysPDWuNg3EaW7MGPyVUBwFY6gQWGc4521ooU2DrbojctLU2M96tAYVcXlaLc1ArDG+0TuAca416se/WMKs6m1/PofeqO4/6a4u6ClSTSSLvWYden4msg7NN6t62ZqFAabJWWpv0BZO6/TgVyxs5GctZm9CqdSRJLLOX2CbvjZ7VTWSd4UwIY1nDWHZ9H+e3tfgcczX7nIDCvqeVUFwG9o4aOOx8loznMydqkYO8tpDd/VXJLIvmkD8+krhh/fQPzW+UF+PgLByzt2pF0OfGxcD7t9YCEkKDPceoIsC616rhfUT2zEqphGCPKmwM79Vxrva6xZQBAIg9o4swqivT1P02CYApWVBcIBiTfR8zYt1Jwr2h1QoanOgtlbDv+ICX1loIFpvt4dVRTpTCoe5UxPxWawyealXCc8Q2G09K3C9n+3MtzTjRW6ko7nCX5s5fQihTm4Tf+vkw9iW+v581vr+2mtn535rNEJQS61bYcSoFqLWatVIq2zsgujNtPEf62Pr+pnD+ttZMlnKpcX5ZxLyvbi3oYPXjja6/I33G7u+uABRq62797jjewvr90rfJ6g5PzvrUYl9qrcYpVydlJLlvKMRvqDbRiwarY6XEeZLmdaeGtVLLbK0w6qgXHO93/TtnfH8vM/q062R+Vez7aJ/pDodvTY8DrVud7MU24LXWGvbUqoziokRZyWRXF6EAw6xKJgD0tb+jk1kbm3rePWfOoxrOh5Y4vK9We78rwthdu3PONsB3sqdm59QH7ut1G+eXwzipJtwG2KxaK/a9mYDE1ij05Vd+6bfwP/9bfxWHHHLIIYcc8iHJ4Sw+5JBDDjnkkK9Jfu0ffS9ktbZ2Cxyk3kmXUoRF3rfdQDAzA5szzPKthuy9DdZJkFKEESsv1mnReUKd0Uhr4HjdNhsUriqhTGv7ezhXB4NubcHIfPMw2Eyhb8wl/FbgxzK2ad+tYydN+GtFahgD78LRRGEOen+tc82jHafUJmNZzfyKcIBg5o3M3BF1mGJTd4592XcYgxel6Mja9xr6EnRHMXVkjXMnMjPqt2AE9dDcXef8/DYzv7Ps8pwRdKDzLFsQ0xJg1UsYJzhG5p7t7PrSdsMpN8viLamF8e39HZ3FcZ6YbJse/R2znWe6Y3tB5I1twE1KGAPYJqGWZpyZAICrNabNnANpb3G/cq8RaWHfYdnN+HpOYeCn769I3K/6YI5jGfcGH2jQWpwn1dim6o3OwgGJoTXgZuaX0Nx4J63hzCC2es8SgNAP+WMlP13q+FNibJ9aB2OtNmgDrcS9f5usFQbGJOG0teBYue27WfelVFSXubbvzeg88IpuPCA/SET/mO2PXtLeIq9v9cEsezD8a4p8wF70VmIZgvmtlBqySlOuU9jS8aDehEPd7H/bYO4DAJC2EhxC/T5lX+X3+ZpqCAbwUnRyHjbL6V5L5G+vKe79gM3u3iSehx2V5fHbvlU0f3fLUS9ZfH/3cP7P9ucuYxZtvCur2kCKWrd4v9rmdY/OSpYSzjpiNr9tpYbLjKYW7huEhmaUbI9nnXKEBvbBeRrvs+oc2K1u4S6TUnyuy0M3NymRvkKs87KUEjKbS4qBUUQwbbpij+12UODYo0NXJ/cGFje/bQvrIiV84b7T745xHY7P7fst7OKzuwzgAilpMr9i7ymz9qk2y8OOGJBYS5s4oi2PMdCDW0w9zAblAQAy2T10n8xBymogl9/JGDRBwOZoe1gStuGSt224H4kWncHXLWLRKGq9xrtqqua519eM37HXW9yfs+vLvL/+W6T/ezyPbre4p/3KL//24Sw+5JBDDjnkg5PDWXzIIYcccsghX5N897ufQCRmh4y/nU4JlxdvMBGIOoeUszwsp4S9Os61BlP3siiuV/9BTQ46ke5tehh/1iXheVL3+FzSmIWoyhZGDwAabN2r4uKgfZkYKoOxbeJAXxfGtvuxtG3KWbBdI7eVhzestVnO1awxowMEGaCTVaPxOglDPe8uNfDw3LImFM+NJwQaYZKZ4LkVU479RSMD+TiDBheCgWAGevbRmK2xLClmEZPVHdWY3Z4SY9stTKAIDHz3uiouF5eFIAId4J07/K6te1l1YtzjCRS6MxwmgTrjFlMzxp9lEVx8Jjfb/vpsJOCuz+6mLAEqU3H1/WXLCUkUM5tSImyOs46YTJaJ54rr74cpA7xmINtx8vrMwhAdgxhiJrkmhm6eoxHGkrYsiu3qYPTVzhNAqKUG9IDd9VeEUYd1P+2vUNhDvTMtJQ486CJ2nJhj5joLgTzXoBB4mKyO8uANw5js665vzKGMCCC7rXuDN+BP+Kf52XQ56ws8MvUsOzLKN5tb3Fwm91cqpdpFZpOoAABU90jO+sdECIR/c/9n5reP2oItOfjoZTEG9JxT4DxNSbE5mF54CFMVFMf9mlNCG7K7VAS7m28Vgr8SqKo5W1QEReK+vm/WqeD3UBGGug3aw1erSuB+VVWIeEdwhQnmUTbnf69bjXNYxEKavr7P34FE2QYYqUA8bL7PZqN3/xneF/fCnNX2Vwjw/RUO55bfKojZQPsDQFoUtT3ml4WNowcAWGf7nA0oYo73pJTVZdh1JIhRfZgEwk5XczJnBLOEuVQVsHw+x2k/a/1Zbik1mBnVjRRpfC6pmrtD3/vtc/2O6QOMGpgHvZi0KaeM2+BMYxaQOmdeEoi7B5La7HFWgSRHqbEmtMsAt8sMcRQIogJxY5lyMk5XEjb0HUCHgfYoNLXau7gwhbtqXtVQYbAQtHmdZ+yOeoTIwQszQ9TN75pwfbkNzxCgtt2iDHEXrA5NPYwBxfM/L+qQgAgMewea61w2nL2E2fsVEoJLbFAMEUGTXWPrmvDyPPYXYLBpk7A4bmlAFzWQ1j1j1xSJd7XW6x+DgKh1DnfT31VxvTzahFonlC1iMvWBCdVIi21aVkUZvlt7+In99iGJ96u82D201RrpBVYxqE5AR+Aav9uYKOxz4XuoERaHX/293/8xDjnkkEMOOeRDk8NZfMghhxxyyCFfk3z66RU5PziLOr9ZNDTVxRmkGIYTU5VD5i1RN0A9/u7W8tFQmRKhOX5VYkbOI+9uzExhsWVe6x/58PIkG9fXTZhl4wqy91Oy5dqbcZASE9ahTEdfbBAe2qQMcpxnfpwesMEPESFT5l1/s+XrJYptMs8RUFt12biEJds2McP81iG28bllep9b58x9rTtzcP8wk+G+Ze5Q0aOoEpbsucsasNj+eoejKGFdHLelM2onZcDVzWzfJwIE9FAhrCd3LW0NKT30qTtvvaEUOA1cmmRac39uMr8iVi86H6V9kv38oqHVaox5KTFa9fNLTuciVDcLdc5e8xxAyeqFF+I7f/nQpk70Zo2wfn59m1Qnc8CENXvvaUMag0QSg9qs7sc8dVhon8kd50CFQG4O2FkAY19a4MSezS8zm9+EEeCkvQ4APZNr3FNUGc1SS/a5W8a91zqBAUASY1ksXx1RvfNwPur2gSzEFHhHqw8G4Lcg+ZEp81x/DrV5zf/jK1Kv2Hng+aslRlHsVyD/8eEC/BPny7t/EzV87AIkVmmQk1VWTWr2q+5Ic+tQE9Ynxw0vZAz/KSvgnb6iaMsYcEMQd/6yENJi35dELX+rMrA4rlQRtMGm3tD3FdtuweLq1iQmEEuEgzNChJHXeL8ZV7CoYPVtUsVIvDrb10Uo8JkLM4qMzmJCdvusCIffGmAgWzns/d2RNe4NLAzieNakxd+L2DgTRSjWrWL2PgJA7kxitnthr8vC5qoSAMcNK2LuxkCnPIDri9cdTYLxhGdmkEzO3+TbxCbgUliQl+jUz4vVFQ+L3O8yTi8SYx/46kUICzuHnzIW199GxTqbJvfulOyNhhjI7O8pcSz7PXfMdp7cgZIgO/1tsGewCHVO87EviU1AJHM8x7o+x28Pj5Dh10rKEu5vwino+OKeI7K0Mf3eYNudlNHc+Kqw2ee6XnjuXds/ZgItnt+bJzqXTFY40+QOpOIyVAlMMPcbZg46J2rRgfr8+jKxL1AbKNLvG25MlM0lmomARRwaRJxf78AGulPZ1C2MOo4TdaZ0s8/RZH9Mgn0MiGDEMjx5zgXGEsX9KqVkndzU2+2d6r6/HVp+qJsR6taU4D7v+zk6/PbJJ29xyCGHHHLIIR+aHM7iQw455JBDDvma5Pd+7yfGEKAqJsME6BDMt9sMHvbxobqugsvFOjquV+v0nGXetCa4XKxH6HLZjCEiZQpZefseIfp8m1pruIa6YT6CZxnCrVVcr58P85Yz4+bKyK1gC3yqvm7G5cXDnvnMHwqO91IEV5eZ4aUus7GE43pG4Bk+t4rn51ndYyYoB9jtvYiFlXMwbACwthraRBcHWcuEgFBYoz711IChTOagA/tux46AEN2Pic556Vxmfg4YV99fn02/SMhKv21Wf4n9KL2ugwiHN5bLKUKhlmIzt9s7fsjxt3qHvX4IXywK5CxAoU3mzq+4JTMuTi+3m4ectE4dAMBZ8eLm18+VSEgSQ60Vm1l3M3hRCWgFfCVTFyHCMjcILpN1P4Y7zKDIS2GXTf76v49wg3F+iWCyAHvQRISO/iJd7e+P2c4B6t3vTU3w/OzgHe/BBq/Sg4BctletZu7sarvXXX6Al+u/NM+lP/XXUUeHzB8rv3HD+Ye/Zn95uYCcflYXmrS1CId+/ZN/CZDHOP1RAfQmAPXHNpP42YN4tIbri9fV3WXcCVpl9xxwDWgfZJxkpVTcwj1ht7DqAAjW8dDQ8OLWpnAx6inCAY691hba1Ns1lCkV1xeLcqDKlkfZ7QNAH6fLi8eyd33bSoCoLUsNe4GXVisuAd2ETBt6m/zdZdImJ2WN/M+pqN2znaPpUbdvNxlYYJE9IC/U2nCbzMEop1LDPInsIVjIS2sNl7A/WnqQ7RbhnJelxfsj2WCpugquz3YsSayj8kJ7QHNpE1SULgOc8l7CHX6vHM6tOAcymYNmoLevN4pcw1UCcklt8Rzzd3EPQYyXHf48b2jhvuzvc9tWw1wuVXD9Amj51mKbSMgEy9JlCzeM2hpu0zl4jOe+c4AgVuUAw+wrb03w4tYYoZm1eb1ukdN9jXPgpZQa1kpK5O4FW7ybru0LdW7bKNwTchZcHXyz729tiotfB2Qh0y+EgJyyrGIyknvV7h66lzBPyypx7uzSRG0Jl5ebL2K+k68vjN19lJ5OC96+XG3drr+llDBPmpNxMr+8pZ7yPNZ9ft/e+2j4dtsnehFRhfpjw15Ua5hfdU713/udH0zefcghhxxyyCE/WzmcxYcccsghhxzyNcgPf/gMNJv5ueSE52o/HEslY6gU4WAwEuZg1G7V2jfXJRq6fBkgGrGSKoozRJQK88HbnRoOfpD5Dt04vM8+hrwoXpwxqrosVyIALbbJQ93WYhObUnLORXQ4a5/95H0BKSn2Yuv2Dm3mCJMsyiCajBNGx7tgv1hDiO/vTFQFN2f88hH6otGp3+dg4nAc5yALqjfa3bMX7I8u4z2p4Q0DonNelNE8LCUzYj65FVXFvrvOtJhB4438ogJyhmJv4E4TXf0yIhohkGPW2CTjnRhwhjSP8J2STB0fX6ZNuPm6fZviGMw8hR6lV1VRnPcnOJ0n2MYBZn7yRlUOjiUWCXV56RlpE2Ojg/Se6eEXOUdnkLFMcU37Fooy4I3Q7mXMFFSeRQAHoUqNjLdLVSaIEXac4gzc4WC9zv3o/4MxdY7zt1DXfz+0+guRqj9AITTo9mx+66zkg1EWNWz9M5QBun4Kgy1PH8cz4wOVP+HaGeBDRXEjv15tFi8zh8AVZcXmslG7A27MblN4neu/PdbrBAkc3Bh+gJnZOU8FzSfA5RQCigCL2sHKIdNVFkG5jplkiNywwuH8C7zgRChuvEUF+AI+057lOuFIHvZxYgrOYvbYqDOZLF5hB2XfosOPKe7s4tBqaLbXc9xnvNTJxqs62cedMHFoqM9I7urndEd1OgdGL6Bh701ZnDMvautsDnwQZmvkqaSRNKF4blafCs/v0QsD5Rt3LJHJuiMx94CObOIyOrOivHiF8XdvvSMSjW3ydxwK+6MkAc+CSceCLZ5/KauZg9l+oUxwCNN3vRj6C8BPQsoJ2+6ciSGmIOqq14tJTOYdmeHzYc39XRXoqA7+WyP0edYmh9rk92vg/s3gA1eoGaer59sG+jfZZXAE+wBjoAcUzd43Oqz9NyowHycvs/ctq3Ug+0BDIEx3f59aXfU0MkBHmzIZyWhhEjz3MNDHadSL2TfFVC/EBgbNgmbykswclL3i+e0V56cllD3kkEMOOeSQn5UczuJDDjnkkEMO+RrkV37lu3h6Y2HQchYDtwX0TBQaoIVnPLRJBefTCAEWHUR54QDhygLDoaSJQwZcdnBbRD5f6z1csco4DW0SiVkReQIpx2LhdVNiw03Y28TAeYR5pWBAyFmgjquOBTiN8N3CAXp2WSQYg5ibgUvr3Lwug0cZp/MAsU2vmYpDhnCSAAEpYjO0esaHm4MswWhEzqKRHIdjbxPhfLJt6oaPMWtZphCBlq930qYkwMk7sppx0OQskcc5CU4D8usMqnNZNBjuSMjwdKuy5XBE14s29BfUM1h8m27uuZQIRFafvNWq66qDFqQ7rPbQJu9Q1kQ4DfDZ73wTZPXCG6JVyUINTuYgZca5uTa5td+Nu3Ysw5xTdAQsWaDOJqhquS1nPM4psekvEDOnU2IkZ/HNiUGnxws73Vtst0cSVhEkx7XsueM8PCDQ18E4xSkJ1GX8abJO5hk6w7JIyEAjgeEHFGXoZB34uevw2eOaZrB3kqmYcWEiFK+ri0SntjOoa9qx0++aMjv/Wdx2u36iA+qLg1u+8aTl248mbbDQAw7ZEQCQKVBSIn32XdP+2/l/AqwffUUN/fpEqOL89NhYiez+AXT+S0aE2BzPDUlRd9Y1QwKkqJigl5wUHHhJFaIWjt0HfuU1gTyPcs7mTFClEFS15LhnUqsmGzZnATvS8ZQZOmwiTBQyMfOiaN5J5u4KqgJ1d4B10TDm3vOQs4agm6SCbbirMFPYV3MWtGbvi577NyUJ6AhpSZM22aDAnBQ4u/MnqTm7mSk4vDocvrtTkg2k08SBX3RZ9B4c9JBWq7n7pqyGPgJ4RX2xe31a4twJO2QLh2CTEqO5s3xZxHAyE+7BO+N+nAUnRJjiUS9E2Ccm3s+fGEBkzh8V0MnBImeLWkFEaC06lJezgxdme1cQify8Occ7lrjzLWUJ3wwpWwc28eyupIHuRdTqauf8ts6vlAUaHPL2Tulhi4HX4ELbJl8uZcGpeihuMm3q3yx2LPudwwe0FuOdTElwahHSetvtmvacwXmZQPcT2/WjHOapf2+5wN9m9/uUBOvZrR+xgZLMDO/3zVnAMfzM7McpAaez37MtogwBULV0IClrOIT7/dTynrNbB3nRgBJCbk2rCs6OYqHzJo/OeIKIDQrQLFjhv5vE6qoAfLYDlRcNvOPsAlhVG04nP+fJzB3T/Rt8aNOSCQT7vl/9pd/Cf/w3/l0ccsghhxxyyIcih7P4kEMOOeSQQ74G+ee//q8CXGsDTLSyCN0joy2/29Vl1d5uxUQ/L0vMVGRWA3/46jQc7RAnzjH7uMEYDUUoZEaKUOjLbYMxDEzbRDDPvfoxxzYxpVA3WjXOaREKkd2zNlVU2/YFETKXWmwTXJs4hTmo1Ub7q0YoWmGE5yKUsoY2EVlI7/ZqQDPjFPWiFAnG1RIyfSdt6m9996910TB3xG7ucLd7mXHi8FytFsI8JQpw1rO5i/H3GmAMGyJcqhcWjrCNxeqPaswQZu4Q7eZ9rRkT8LJqgBhtsHo/zQSdzN1eyMBZ6oQDXCTH/roX9HnyhjYLH8qMwGcrk7nb92K4s3uGi4e3fJ8+De+nuH4AC1fKjJALKhz1YufqDJkcggGme8Ekq8jDlzZYSPz3cZCG/Ylt5n9qEYrV7329TRXGVk5xfouraxZEIMJBD4WrMa4ureF6+7Ypc/4TTyj8rUd70FDrB/gpuNssYtw+/RIPzbMNvSPNuyKkPP+RyLYmRLhSnwEmIrhcYybbmNWqVUM2qKaEq9v7wBU+wz1A3TKZ59qkTZpioBnLjhFYolQOWXAqcX+i1tfsu78prk1hB5PfEBBQ+rnlEF5c0FopNaKpCId9je6n9bsyFPdHf+cgtAlCRKzbI7qUUoOzmFmmdw4TiERx7vx89gzTyEfs647ZfBIC8mbj21pzd6yC682fW2LQYjqPtDsTNVKGiJBpQ22RKkGEImRsbcaBTYh3gHWxZz4TmYCq3pdYtyibM6LWatYhAJDEdVdrDUgavoy/Q84CIpg5wBQrswm6rK0FOGeWOOe19butLWOfy1DrJNsoZGzSRJ/4S7SJmMK+VkozQQo0ued6B+e2UUBR6roa7zN12JBaa7iFdts7Dt3bxCYIE3FfXSy9zLbFO8d0nKiFNoUyJw3vK6VYzm2KOp5SM3O3b4xtswhJzAuuFw8fTajN7mt+nk6ccBmeI+pQ7jIG9DBwudq6U7JBn/vuOIsBMOcAad3A7gI+GadzNmNAIJRWIGyDjHx/fSBFvy/7gOX4XA8CGf+uYb/4J7/2u4ez+JBDDjnkkA9KPkALwSGHHHLIIYf80Zdf/40fBKdrN/YOUfQSM1hve5nAjnno28gF/HIp5reeLQrz4Vxbg0fqennZjWFRlVFdm/atxTbZpFo0UKz7UgyXqUg3jBj4NsS6Xy6W01CVQ9bLvtWQbRxQK0Gh7su1mt9E+ljaNkVn0/XqIDCJQxbItpfAAxt9GNH5c70WlylCkU92MnfdUDHC2sY52PcafutiYf38+67Xauduwj9dWws6fr1ZByuBe6aGaVOc85nDxiO43W7ti9tUY1+KmztVCpn5+xbHN0rUp82tjZnDcabj1fOUt1j3vtfJXgCXxMTGiPiuTWP1jaIetgiXXfcAVBkybWdz56W1uH6mbfKT3iKc415t5jhazICbtsn72OtkfDfLodgm/a01Bs+03e0XNWZg72Wi4w1Gx1ptcb/Yrd63ism6n+0FdkOeldnf/lPshhZAgPPfMGXOJ8Kzgy9NiTDa76fotNMs5Z9O9Me/bP5+RxXuXmfKgEJ2EtCz6Wxd7od6hTXtfphCKBHC081BKzHnu7VmBqu2guYz3ic61hfZ48Ftco6UEhFOmsscrBMY6toEY3pmX3duz2wx27j/D4/f9j2uzb1GmG2/99XaIj8v2zNhb/M7j+dWbsN/gX4vifzLMFzlDRH6tNYaqCea2KCUvZXI8Tp5zi/G262GILJS2+S5avlFS51QolBokw9Eqi1SOIAsZ/AWKXR7VvqwuffynlrEci0/6n48t+81QkQ0oO5eydkcgrdbCVQfJVn6j4KGys0E/ZRS4jgJm7tJu5V4L6gtzAtg19T1VuIaa1ZX62Tfq6VGGGKHALJt8VtjtjY6z+3j79ulhKCF1uxzXUeqmbtSS6R8EXtfu1xL0Ita2xTOdxy72yXyZPvztpR4kJRaw7yoMsrN1h3mrkWqGJD97XotsUyzqAKv/zSUCjN9SmL09zprU51DMY/P3S4IDvOc1LyvlorqPqbqFveZlBj7ME4vz1vgNm5NAycykW3n9bqFuikz6rDwatnDd2nZSuRwz2yCMl6eazjz+zi54ApiE7x5ve6BmzxnNvD6r/8et6e6xz0zJTFZ6C9va9ie/vk/+w4OOeSQQw455EOSw1l8yCGHHHLIIV+DvH176/DCd+lOJFtmXTQYDRmMPKB0Jc9rhp61MNYNdKNhHqDZlkVxcdkkzIScyfztc62WVdHIf9yTqdtzagHd8V0ChFw1Ue3LIthuPhOIkAYYbiLqBrzh+35ZNTiIGneIsVfpPKnecCDBOAVUA53ZM6IdPK0QlqHuCYov1kWjZ4sJ69CXpIzLxZZRIaiDDGRqGJE610Xgkx2UqcNzD22qzUKurYsEfRImoys9W8lBHSohJw9h3gyU8ZIFN+dVERHo8BwBQGumTXkRlObrJqTBX9Ezx50hSgXZwZ6S9OyjR5t4ku1moaOBbqgf9dAbxx5tetTdAxsiBLNfd8xkxmkG2S4iyDk6B8Y2rasGKPKUBG2AdX0NbBglZzVlgK5joyExZwlZTSkzljGrtHWYZL9ePaVeSoTW7Dj5zLKUqXOxD9IhES0Es8/uVkEY3068btvU3GJUJuQBU5uYgsMmJe6Q0oNIYojLOI/GR8Hq4C2rc8wuE1jolC20IxEFA2XOk6w8YQeByY5rs+uF16fOVzjo4aohPiApo4zjSwTUf2TLVEGqbo/egNuw35N8hAv+vCmzZA4Z7l8Kr3pSxq9fUQpZiNeymT25d91XRkF/PV61tk+hn/4PtszH/8sv0fBvVp5OO8An85uHOz6dEsh5x5e84jrcHzqsruf7XJCL33vUGPCXVSGOg3Q9Z7A4U4Iku6+dEtQ7J7KDxhZGUbfuloTVH69MxmGQsob5XRYNQWStFgfhqqjZrcVFsI3w7xIDipIKSnaQwEpmH0t+/0Lfo4MjOEDSKxYPubyqyXzt0MZur88ZKcydpaxIE5qL3ibbTr9UdHLPzEsC0ZBNyNF5q0mQq4NzzpafPSUBqe+voITASHv10kTIq4O9zgK6PP5mogDLnNa4j4uIQ4uJPLt5lQhjLtYXLcpItmosq2K8xPV+xH3Nj69HGBHlAFmbk8T7C1sH/Wzu1jW5jEqgir2vJRXsfm24LE9RDsrS79r+PHfUCERhb1+zGP5uwuuRP9x7iMOdOadk2yRxDlLWcK/sAYbj3hPX7OpgkQkdCWa8583mLmeXXS0c1lTKglLcHVLYzCdxHKe8iHMENzAsDDQaAsx3WhjbqIdczTdgbxOjuDOBFkUZxpeFA93HcrKc9QP+0DtRofjcYrOymbkvKtNuQdkd0sGihpqmf8/autdzBvnwL7eJyKxNa8LtMu5rkd4kZ4131iyWLocJqq5Npwy4NpG7h/zkE4emcsghhxxyyCE/YzmcxYcccsghhxzyNcjz880YF7ojImaljGVqrXeHzaMMczR411oDRHHzAJuEwAm6lWogKEV4EvleDY9ZbbVzZg7t9A6y3ibrXCRqwbDJdOdAG6RU+z4Pc9ib1OxzrWcahPENqZJ2fDv8IxnjGBNCX7pzcRwnipHvaHEMSkUaJk+ZwezdSM3xxLV7O/z4Rl0Zx0CYQMER3uCahFJtthBzyMvpsJXjn62hFjtOxBT4mD1M84z3EIhG6FqsoVyYUNlnqlR4csBaGkbzGxHgbGPoqjqOJVDJG/Dj3DW3pogJ5PS3tclzrVmYv8naIKdj/W/bJpo8B8DCGiqhucwnX/e7/g3Psdh67kWsHnLrqWxj3bDBCP19fn/qj9rn4jihWtBpQjNZvcA9e8ml+BNbTr+GBs8h3FpcG5NEpNim5tY5E6qfO9h5aa2BGG5tIPCrthbn3O+H0zbd2/HufycKnKAz/a1ON2lWN9GkTT+2ZaqAm4NtLIAYA/sNlP+UKbOkAnb9u+7WuckUs9mDUIcwNU0qzWQZjWU/7weeOJAb0SQt+fMb9RUlTP//IYTzyRqXF31GKasp4zOpRZIJoAIATgo1Zz7BHxIs1B1lY11qA0WI2QQG9brU8Mz3H9nsbSIc5pxJgm6G/bBx+E24wZCaEwI3LhFFvlyydygCGf7a3iYGD2dQXz+23URx3QkTmvltsv8zhf3XnmToa9OVIYp1eec8EZsAqvsLTQxga5OzZXIX80FxfQ+Ldzg/viB3V5jWzaBhfNvkroKYM9x5Qg3SQoXn2fV7NKHv0yPULYGCI02EraOSW18fYxnqDi/TJheM1RpNx9K3s7UGds49/xwzm3sWNQuV/dpB/5woAcO9ufrz/f5c0Ce0cL7GtenOwOrvsPdy/nVM4GGcSvPu8pl78TVWauhLLZHTlprh3q219rEa29VquEezsAk263Pi9SmOk7JFN2rum6hXDvNbaw0V1e5jtYU7FTOb4LZWagiIQ+vOYdPObANVWtvNHgZ0R7vxA7eGhmLuFA01tEkFJru41u0OVT+8f6YrYgMZ6my9hrtuh6i3cxfrTg7aveuhfY4n+6+IGkd7LfULdby3s/fy3XNtrhfjt0tvX3P7JoU17KlwPvv0BYcccsghhxzyIcnhLD7kkEMOOeSQr1h+9KMXfPLJ1fx2OqXAObjvFkarZ87EbGD/HC4WWbFzczlnGwjP/jnAGMrPlELWWmvN8An2oGwfnR/70h0Pj79n2cdMFLKdX599lXVSptYW2ul9ksyMm3tuFw/vHOFihVPgj7rC+hNmfMyAxHnxcHYSx2nbEOa8VW/05/Dc1UGYz7JFiRA5qV2riRQvL14Pm5mrPufRmOLn5XYtJpsxOd7H/lxsU5BVQ5laKy5Op31nZmtj24rlAhaecCrG9/nKexa8n/PIN31v7VB3CtnOHRLYzrlHnxRthq8RsNmc91KTrGXGzbfJGZOZKfA81tZM/4gQFpVK3B86f/qQtaaR15gneughc9emeHm2L6ylRv1xTh2ihIvTX1FrvH8/d/ds7gY9XxD2UbT38Wtb7nk/5yzAbcBuZo7Z8zzZRxssVGjOEvlGaf4cHJ9rWFOl2gxht2f3dhNeXhwvq8taS+VTbJ/+A1NGzgnXZ5fR8+Zvmj/XhfH84gzeiOLzsWbBUI0tlKMSwP6zlgByrogNxWTkdoj4L9iffgZSX37F/N1oxc1cKaILm4XC/tCwu3VOAZYzJZsRB3Ro2FEPa5MA86qpRr50tU5WZo776EK4Xb0eeCesRB5Y6fDu7/7eGWX3ZRJuF79v7ma4qCHy12LCL+qEmALfp0fqYN4DggwLBy5PL3XWJuJpO8cBnq1zz61JFOKuwBLvL2xRoFFKC3sWcbybdCek40ie7JmBu9r72ibnubq9fXdZmEB3iN3Cftiwj9j5DQHVZiEEvff7oQiF87U6R8/GJUCmC79n7owTtIU2MWHSF7gyFMskdnO+T+5LsU0kMBDpZXYG84Tv2UkDwjjlRd1vsU3EhIs7b0QsTPB221ECJ/Pku6jX+O5fdcI1vKwa++LRnSjuBSJ2fLfbHoJTebI/3Fvy+Fet2N2cryvCGDR3JlFrgZ83ZcZ1qOt6RXCqs5DhDO7tBLah/n0vYY/u36sX81twYCOHdi+L446++0CNQ1c4jJMoYx/28m0rJrMZAPjMuLnnmm9VQ9hr15Ofl/5vG+QZ26RJzR5yu0XobxYOY9BlcE7XhpsfX8ebfLlseH57xflpmdR1yCGHHHLIId+8HM7iQw455JBDDvmK5Rd/6TshqxdMPiEO+26jzNc14e1b62SuDTbjkbrxbDSu5qThQ3ffrbuvw1k3Y6xhZpTmHVu2jcuiwdHUG2L/rC7QPmcJkK7V8Se+OnXGz2+WOE6lVvNbh/qNUNk+Or4Wm72yLoKXF+8MspkF3ZjuIDE1vq+6jN2UBJt3KE+zwq1zvMOFR2MDeQ5H2Kj2GTx5q83U3Q1ckZvLz11zqcV50eAcJ6Jg0O8w2CO0ZIS4bs32tzvNfEBEC0bavVqz13R8gQARCUd5J4mxFe9AmecK2vmMTtDelzFLjwMstAjHDDG2zpA+vtFQP0kgNb/lxMFYJQKMyWYzuHsRmibBSNAn1yaJBv0GAQ2Z2ikp9mKzIpg8cCbg6UeFGWjeQEoGQrajBbg9xKfBAwHSTxMHKNoZQoPXTREGkYdBbUF/vdOMiUfk6P6bEKSO0LeCVpwxkuO8NLffJ2XcHDRqz2we20h9bx1ExK/W+xiM75e4XnuLff/sWlQR7LvLPuaoK/Xt3zedkZbAzqGsH/8HuO0P/FAmhIWgjtcSAE7E2EbYVSawy4xn5jAu5BLTkzRcbjHj+5sUEcvZmzNAyxtTJq0rNqc/ze2/ui7wR7WmjH3Iyp6hiXBawOqfs5CbqjqB0V1B4p17gJlzEezOU6mi2HmE6I1RCywx0yupGieKsgA+k04krkWooRQg5pCZqcq4TTJBzdqnuIdoEhcIxGiuv6wc7iaqYtYeEYFcYIwkBbkJbe4U7ogfPmvNwu/2s9tnZsY9K2W1zkvuzkTbJoZ4lFexWZeYjhOH88XTaPRHPd+n2mCZ9u4/j2a6/RC4wymPQXlEEDe+OWtwjJbWzFpkint0zoJLieeE+ZsRPPQpqblT+HsXcA+O8vrjlkfPyrZlcmIUsycTGrz+tjC+OSXr0K2T7G7iOJ9M9n5fWgyWJMJtwm1sxqoyWvNOumTWRqmTTFsUtGqfy4va86zF/qoSbv6Mv7fr8VwN85IWxW1s010PzVoEQC7iLi92fOska5iEAEf9k4SM87QWRnN1a0q43YYxaPFOXmuL3zM5GcdzKRWteZhkmq7FcX+opQS9T5lxu/n1yWZ8OyKRC87MCXVcG+W+0w319zb5oM6Ey3XoSy1hbSRlXL3+ajJcyq20UPe6CN4Oc/7aBY9S4dfGumbjoC+lhro7goH97Zf+4W/gf/G3/ioOOeSQQw455EOQw1l8yCGHHHLIIV+x/Na3f4TTyXHbCZvfmBA441QpPscwv4kybs63SMJY3XMNDSd9GOFzItw8vaAQTuvjOaLIF7lkCc4vEcLp9KiMOTpnNLEp08v1bLpXScrYdm/sZdOmTqzWkAYIzKRsIAYfbbJ9CUaSxAD8vLjxlcgt2vtinwMKVB+/qfIU5vDjN2OkeMO2F4wYkTlLMEZ6PehctT4bjML4iliDsypDneFGlHE6WXK31hp04EPOaQIBKox14ApkihkvnWMX7jnCsg6cyULY9zhO6+KhLasZz5QI4qzbLA3rMAYPA9TomOWe7jaIJmClUX8RsrtVBSeLogsVNnCt4uAoAUAz4wSvK5Z3NyeCsC2TlHB2+uulcwg7x0AiEHn99cYyAlb7PuYGVevMDBCcIlgH5Fuidne+jU5mQoOvm5CWYa9joGzeGdQDJcz71DraVQkycXwvfl957eNrmzJHKEKNe6S3CGsSrD7DUYHVZWn7/UEU0/1BBg+cauQvFKWwFj1Ee0qC5vUwsdGVnqkeDaRnf5aohbTufNOubgXOrk1ENos3ZwazLaPCeDLPNU89j5wKyPVF0veR5aFkRAX1yba7lBqCmAAg+YgE7/0CLOwrAAlQmgR2+0PfR2Y5z18gX+KRWZGn07NxmGTdsOFjUyYlBrk9o5YdPAZuZAYcFHhKAh4WEQvg4sOQkuLp7LlTxYy5KkM9N25OePL7kdrM5ZTYtBHoHKgGthhRdHJOqVLnS33tCyPw9aoKTmebncVcUPfhDEoMJlt3SpNzEdVkpmuS2KakRsc6h693jgtOJ9umTrdh0RA8xHRKitNpFgBhy5zD+cYRurhV005NgtPZjy+bM4HZu3T6HKxnv99L4Msltz8kZbTV7SvYjbtNpYV7QEoMGvtHCDQErD3Q0rQzEcbkzA617nVV7nyiY6OacXyrMujsdUXgtba2avS8nzdxfEf9pf8fe//WLUuSnAdin13cIzNPYf6AHvQmraWR3jVrRmv05/UiXjAkxRkSQ2oEkuCdABroc/bOzHB3PXjus8Ps81NVBBrd8xDWK6trR4VF+MXc3MMun8mqTcyXz6TuAstzXg0XZL0dnczmisuF+xKDJT8cp8d5mXV8Yzujs3iWusg6BLRXi4wAuazG93gxbBTPFwNrTRSXLZ2hqsEOuk6UAwTchGTFTMJaVFNsF0S+kr5LPvpykJX5PZXGdzNYjOxC7xLXoirxmQ08H/Hccc17bmH5VUXIvDfltVGKAj0XeJYgK6qKS9JZXizIqwhgXsK8uCvrFUsBNcbnnloMI/GpSAgGNRd6dik+ne3hmqU28Z5Qi+H5/JRXVcHVko4ujuuNv30zWtUlP7s6Rc7lgA8zpTb9r//zvzmdxSeddNJJJ/3vhk5n8UknnXTSSSf9jumf/8l/wrff/jzsYKnAMznyWlO83zmS+UjXTfE1ooPBDcGBPD+ygSMU1rgq3t6Sw+YeoSa9SDBQzDY03GOyM1EtE175SBPabJ3B+UGXTfB+//k2zUYkvovi/X2RHXCIvF85fS8XIb788FoZyvP5fMb+jUGTc7kq3jPEqsRMbVXgLcMzjo63t5Q5OPFTv5M7O3V65zF4veWzTZvi/T0Zrp9CczXviLLynmTl/X3mTXz2jY3ivTfO3M7jW4B7yua5Vo2Q6Ty8uF4VXxNsca1R7kXIjowvQ6lNb+/ZcMNQ4GMFgw0EZ+1WgJacFa01PHaWezmO76aUuX23JPfCTpQxDPc858l4bgVoe1rDXRleGfH5+94IGrbWPWaJjE7OgzkvCbZYECEEFVRruTfFt28LSHo9GvlCGcbJ1xvuSaanY+ST77ILzUFxwZPmJY7T9dLxlvWK9ADTKcroC5er4bek71uEky6C+1Lfh0KIJPeXSyPoZnfB4+B8F4BqNPfR8PY1QVmmoAg1IRjffi349u3n967nUyhgaUL15wz+3CYlXaf3/2+AiReAMl+/3Jye5o5QLqFWZZhbsFMnZ8fKEHiu//x3WKXYF1D979/+DUb76+9/7y4RQhdA77aAKu046u2tO0G0l9oCuoRKzGIG5h6U9y41J+cB15vuNOei0UH/LIpcbrpvDKefaeuNykqYZyj3xT48DG/f4oFFMEIwm6pQDezeDe+/IPdlVzwfWUe22BfhQJ/eO0HfqknQI7Kcl0H78Ixs+vzzYTvpyMvF8JbhhpECN3bFIyFnrMpI5D2o3zrBDc9gwXQjZWmXxfjG5zyKoiV56jcu6/AqUv/9z9Yc9yS/28XC+ZNqogIYF1uWRTk6AEVA6AR9dLynvSufofwp2FOA1LYp79+JWlfq79R1Ocgly33DO50jI92Vz9Y/GoMj7bsSXPcsj3A8fCEOHIB2K/iWkSQ8IsuoCAWaXq4V798y1PnAOARMrmT1div4tkCfOTrD24VRc2YZn6wP4vhebwVvXxlNI0CiJ4QTALiMSvDRmdyNoKnrJsSX9cOl7VRSphQJ0NvT+R/7e/tS8S0hWM2AycM+/HanM/H1VvCWS00kej4YzWi7lAV8dKTWGsFlz70yf/jk766Kb3l8JUay6vuD1k+//WheDt9Pz51Qtbat4J4PP/nsddvwlsbXSyyNosJBnf/sn/2bRXtOOumkk0466Q9Dp7P4pJNOOumkk37H9O//3V//4j3FC56P+LGaa6tOw0rkU3OopPqCLRpEJkxzhh82qHKtuUNyLK4XoxqEfSi4QnAkL84Qg+kbf5XxODMRFnwHK9cPIacX7ThmAdXieG/J2NI1GNmmITD1xR2PNC+zHt0hmtwVjeCdHUA27iQY4Wp4f2SjnxF03cd/+aBSCvbkoeot13Jd1dszgrfLCHvuSk40U4ckWRmIxta6rOP8y7Ji7sAzyX2GilXOfhMxyhTf9/g6c8We3y9GbZpQ4DHzINcOJBj5+TDqS+vZaBxlZVUvcjUv2Zrvrug5614X45vlVw2N5uCXUx7dFI/ENzMEjzCAGgyKr4vsWkvz6ap4pmdPKOufN1KbOXaqJ8vwfbl/Yg7s2TgZ+VZw3bIc3wwfyPWQ52NZxo600nUiGtf+YhGbGkEYApFvle08HaWr2owHPaZKM7AU+/x25bnLjpgl32ItatLlqhIyz+az2Qo/1eGBcwjp0S9fCr5mh3mSlS+3gq/JCbBtO94fn1lHq74ts2EtZme5c1/a8y8gj39EzzrqGzMu4aBWIJr1ZNIPpUAf+QzhFBBAqBFeIZqgYE2DM9OUyxCYOyTp8jnHEv7O+mi+fxFQI8d7HEgwqGaKFqKmOGBJZZHBbxIcTSpKGnIl07ONx6CMRea6OaDsCDneOWF8U/abl1iXVGYwUGyTAwmC3lzjOUqV5N6ckRUWDUdei+6OPc1nzrEnVfR6Xw91sbnUw4SG5RrUQW/17//45MMAVjXFj7C2+2J9iiIEwI3pbAvjku4BZlZiOG8uMplNncsVaAxyyXsn8JpP/LyzbeR6DXjVTqX9LM0LuC9eLDjbVsGnspB7TU7leezK+2Bq5+B7RutYytjhvJkd8bMvoDbNM9rns/Z9IANmj8V8usV9PutVYMovckBsdgAuAgBLcdyP3xgfj46JxAu+WEKmUaTFPPtkWRGNQY0rtA13D87iMVaOWQb1LrXg8f45CLm6C7DWf1nG8jfe7Avz5aNOW3SmlsLO4pXYJbpsJZT2+XToH/eAxTpzD/LxeO70Qi9GzmLqy3OnltVqeDsEe3HgFfBn/+o/LHpz0kknnXTSSX8YOp3FJ5100kknnfQ7p4HLAT5w1j/NkMgI9wDTcOIHuOWtchT8hBE+QOh+zyLGgc9wd3Y86wEW1UzRct2ozaBUAzBCuRVXMriUopAEJTfGQK0H52IxymTx1JdpZIwf51s1eIaScwkZnjNTKGf8JPhCTCOYBZhbfcFCx75cL4u+lNSXx6ovRxhhoWy/Wg3/Ta7RpxIgy6ZBPM3LxcjqpBohOacBKo+Bg60rMfWpVltEz3vI8JzGkPicWi3UvAXmvByPlhPmNmUZVMXoDE1ol+i8fX9kuTdcrpSrGPpXK4/BhHU8vk+Q3R51czJolRqhPE2FDGjb5mQ0VVN4OUJGaqj9CbxkDDwGx+VYquFJMia4XI5OLIaM3DajepwlQSBPR2nKvK2Gy6L+8rF/ZkLrxVxwSetF+sA4BKGUYnh6zoBRgq+eNRYPAR9VoZ7kLsFmqirrjE0JWthcQhb4XGdpXnyiHUSKWXOl6CIoA7jU+L4+OgVX5CdPiN4jHLrw2t8Y2l1M8DysfXcJ9RQnn2KMBBcre+qLwS1n/hvGLQUN9BFkaqtOzqia4XgXyAPb5mTcNROUPe5Le4I+qNVwGwu4zZC5bdifcT8tRXD7Eq+NMUI7t83ICer+71AOjrsBB/B/TP1lx/51+wug/dVnGw0U8PF2/y/IcNk//VRDtt2cl1xf1cjh2EejWui5L7Ua3I97rJCFvV4KcpXxUi04dcyUgnW2zZFds+oWHBqlKIonGducjPVDYjXeUg2SYHVrVdihRvLMSkyO/qoYPUESuwSng5qiPbl+7UiQo5Ky7dwN5nkMCunb3LdSnWChS7Wwf0PkJWeHNm2Okc5jXjTB/zIqxlYdGY58OmaP82LwtHfVzRbuoLgv1cqmo3pxHBGIZ5b0Srcy1Pn+SPNi7LztaX8x1QC7P8+DWR8prQVNAAXuii1B9ddis27wR1/wyjJNpQEyFLeZBgegqaCVLPdGOjnDOXsqxQDMMzA5npP6mSUUIpXqlLHae4dqPDeOa4YplhD8Oc+aCSK9Gi49BTckuGF3xTVB59eLc51q9HC2KkWAa36f45lko3UJa6+4AFv6Vtg8ZHirCmxRcoRKYigYJl54feZArvk9dpBNM4KvrtXxCLXeBa3sDHmfYIqnjEX9l2vN12roWcashHO4ueIi8Z7t4lTFwSTW7/bC0MllczwJLSlChpfiwC0+O59vRQQ11ZWom0Pyvm8a9kozBRI09bZVDvBSJaj8XBpg25wyzHMUpy1gzGdA8yffrD8f5bxUQx8J1jt9S68cyCeddNJJJ530h6LTWXzSSSeddNJJv0P687/4ht9+vacMo0IwbkCEzVzVnTRjqMDeeoAknvCbyfhhEvnGwN6iU3lTYRhCQ8xIHuMFqxidLJTpC4Q2TEiz2FszIb7eW8icdhfkpD03CUY4AHg+o4NsOgmTE8t6eN80YEQ+VW6TyAjXRAY5Sk2VHKytt2BcX2fscl9aj/ByKnyPe4S/nFm+iFBrypBtTxM8kvMUQ4Lf2Z0DGUT2UEvaVCiLwReyue/RIF2rksPTDCwHBOstFCQhAtwPa2hE++3r2TwvoghjoApImk8vSmOO0bEf+1LYiV98sRZ0D5lIKrJw+o4kmx26WGe5TSIjyMHKiV9c8UxjN1on2cwBHyLCYyd7eP5WGY5SLa69MV7OxeM9yrIiOgLfrIcsOGYiuVeCPB19BOOv+aAsXjMho5/tI+iWrSjuKQtTALzfo/OptxYc2CLGY6B5XDhzx11+cQ8wyzC7szTAI6E2yI4ES6+UGW8meNxTFtuIsA0ivBZpfY5BqAJzD8h9GaEv02EU73BTmk9Lslicg1eW6zrpZREsdA3PFRAzcqezJrXp+Z/R70fZdPj1/xDu+XLpGSAB2P89nvf/8vlsW8BoLlK2Ho9n0JsioPWii32wtx4M/GYa9PbsH18j53gbFASigrB/9d7JOZ4z5ADAek/r0Qgu1lwJiWSkmqRqoHvMGAEiZxKu9CYQzzq6d8rEX+0BOWN/jFWwDAfBTf/VQWdYp31YzQOUPDDQ+jMELZnx/jnl4HBeaJw6WBwEgTxGzKocY5BsLs920uM6U9YZuljXvbfglFQBHvc8Tvn8tS+DSfJZoJQexqDtXKbDXAklx3sMkhpjkL41EZKx3nvYA0xB9+gWoYR3mU7mqDeFZFogYU9vbRHIVVa6LWaWDgyCSNfFfM463PEMwfuZxfkUoO09ONHVeJzKJe4L+84Q0+4Ima/ALKNzdGb20ehMaq4M/4tYH11l0L4vyvIzWg/1lU2E2rQtHIAZBtqcvx9yuYvWOpVVmH3h/ayP4/t4XraNvyNb30Pg1lxTCS5783BNn4q9tXB+Xu3ptUo4S+6tUYb16lxjBHc+fnA+yXDO8aylq3nZauiLYMKay1FvquKe+OrmQf/sz53Oje6yPJ8cz/1j9MX3GZ83RSNs+vzWzOushmvPx46vX9/w5csVJ5100kknnfSHptNZfNJJJ5100km/Q/qHf/xvyQDV2iB4rm+pvti2gDZuC6PmLLUXXDEE4XV/RHg/EaDtnDOSn/3tTYJh4xM6+mj8WPUlGY1U6Z7W+uJabE8pShnC+858GR5yjkG8534fZIBvCU6vD4ZNe39rFIGeHWt775Qxu5NBiGG359jFnmQ+gA2fj0ena5m2wQ7dOQaHNr1gUo82rxVMXXaireo/r+YzI/yNIdS/x6Pjma7lOS+Vjd3v6AFZWJXrtLbOtf3e33sIknBXMvq1zrLY2gjGtL6Yz32xFtAQsk3G4Hsej8FQxvPuz3/rC757T9kui3nZO2XM5pqh+jL+Hqm3voRoDLDFCyj555PHLvvDBvie53OEdTbX50JnpPkc5IwaBOPYdnb8PJ/RgW2CRXAFO0LmYvm8tsoUfz5Yj2R38UpvTjk4ygrL795GyKSZz47GWBHma3sjJyjBg++SYH2B/SnUv3H45+xLpzapRmfUNK7HPac1ds700ZJsdHJu7n38omzupot9t5PsQwA5jEPrOVAFc2M4OpXwhL79v+KbpaClGotwpPlkR8EClRTPRw86aZfFHPRB1wAEuP7euPxDa7z28kkglT6e1+wDRvb1nC7U+N5Weixm4suT94kxBq3113/5/m/7s7M+6GuY03BPG7SfdI1rtgGUjdv2hS5H3FMHsu55nSGyjkpZxM/H4LrNnevdz/Z//vveBsnPaDEzPM/3x7MJYn/EQLz+BJV6GJ3PhLku6wMgndFbzBD+fv0A1fwQ3l/Wui3tL7sudI2Ha1nNzWtP7M+cwWpBpnprhKvdK0PAv/7LZ18ejWSld94bs97cF+f5UTxcm/M/wlrbn1z6QDVe6++DzjWjDzqnqmbIX9atrfOZFxhh3p93PnuUbou+pL1yz1DyMwjkeK3tjeR3fzaSg8z39q1RdmbvnbKrVaIeuY/xgg4+dobbmbXD47FTm9xL2Hc//vUYoLPvPOalRB311p5B/wIAKu8BkjJt3/EkXTO26PBsaBiIe8590ZdSKp6HQ/dzn8D/R+22P4zGybdY+mD+97xeBvO5pvm8zzV6pI35AKAdznJ3POjsUzan/mV63FnXuFuAgP/+3MPHwfPJ56FSLFz7+ttOum2MTn3547/3L/E//D//rz/bzpNOOumkk076fdDpLD7ppJNOOumk3yH983/+n1A8wbOJoBwgtlYZZFt1MvyJSHhWKUoZKl4Mng0IOjNlvj97W2Rr+UgwhAMiHXaAW75eDPf3xJegnOWV4nrMoLheC+5Un/MFL/fxHFOqV3a5OMYv8K2ymYor9pJM4NLjGFSnaHNTIbjPPnqAh1y1yVRQDs9ewfpuW0HvOZJ8wpF90MoRfbk4OVhVFeWAfLaq4+xuKAn20Axhji+b45GNVNWw9WzIiVCFE2Y49sVdsW1xDJ4pw71Wo1rLZhrGzl1ZxlzDegHwgiOOsL45U8mN+bzE7NvrpSzGTsK8iAikRxjh6+Z4pzEQjB4zwXImTXFFS7JpqigHWEd3RW88vsUzn7xqP06q1TmrwxSlJIP0iJmh2+boqS+a5mWVSVOrUY1mN0H3OAbZAFYKz8tc0xLuybqtFKO+ZPjhbeMMMpUBlTwGMTtMLY4JMP8+rpf5LoZa9wSNbS7wruGerN+LKwrB6WuYhVoV75LHdyI+hL5opzGggAtTVM+6rUUI5mrMVxS9fb5whXhR3bAXnqsM8UpjUIBtsa6P90247gT164o9wd8KeoAf3zajeqqlaMyEEsATZPC1Gt4JxtdwLA9sJhQBUYqh7Qk2s8Ta3HN+o0OZghEwddJxTyvFyZnpxWgNQUZAMSjFyIFT07lCBNCERrC5odc05gmW1IxrfJeqqHte1xG+2otSMEepgr2ltZACUerGtXi3ohgJynjqtgN0/eYYLcHF1iibq8AUr46SyzikPWbWCw63oJSCLaKLTqjow7NK4TISpTgFgKkmyHt34JLm6uLI7v6s29wddctyYNBjtrNyAKG7o5QFJPFhjzFXcrD6Qr9bcvy4K9XjrVWxpzZIQqVx4z1gu/D66KMH3WZm4dwIAJerE5pPduDY4gxRSkR2cVPkOsalGPas21Iwl5ugp7PA1CM/j5qwatN2cYyRkSPinub2gmY+UIbMVYslXYCP83Q+Ryn251EOBDbyPYbyyPDn0altEs/OwDybZyeoLcrh5H33cnG8H+rAigjQY5DfLD0T2LBdSpBpsQFL86kusPS+WZ83yk8+o9VqFLw7x+AQGKc8BrOETTqzaCyRYG48dhfH2yFoSVTgxSJ6UDF4zevaQoauqQEZNr0WQoWYZ5sDkozEsywws3/z95DqoAA3TzJ2uRa8vz0SX6z3LiawvBa2grf3Yya8wEts0/w+yqUWSkRtUYHXtKdfHDtlx8eAEhFBSeeT263i27fUF4lQ06pKfP/LP/3T01l80kknnXTS/y7odBafdNJJJ5100u+Q/u2//Q1SYgla249laeGL+n8inYwavbdQv8xdsCeDGzDCPdN1G6+pCpKfAn2M0E5VJUhbEaHalNOReGyTkmFAMIhvjMhXihBM81jxpWuugpbrHQ4s2imhfyJ8zxjx2aKC5GOC6GIMxgjO1CWsLxZtGhPi74OmAT5nv8TAgjGmkcUPwuFm6NlvkJz4wHQuZvhYz/3DCLWHp3MoGc5UqL4hMGBpDHpyJIqOAPcHAKO3ALXppnikuqljCDT1b8r5oW8mVNtvSKyvDbzqkx7lfMU34hyrsgEVEKrRnOV8jn9eQywHID4FRvYIIowv8DKIJ3mlZ+f3CUNViy34ABoDyk4TCXL/vf3HvqggK0DBQLInYoye+BSmI99EujQ7RgSDnEojrX1gAEPD1Mz1mToyRtCTagLJ+UTC60wEtIaoL2A+JJ0vwnpa0GkttD5gYQwWzwYbyRXsbMxrQSC0d2TKtd+BmandLc5nN04xz31RmU6N43N4nIScvCNVqjYMeHIwKEYcXwyuMb7Yd00EPeyNyHb8l2ymdmqsoQnlgITRR1YRUBPYQefKSsYAqqs+PaCZL6291bX8FAHLQdIjIiudzHzZOSOsDl56JF1TIC8ZapPytTnI0QmqyVGgHuvIDwBoPTqVBLGGMABRg3l08uQh0MXYqWocK5UA4ft5jffroKNEaP9cnckgsT7vas7VFJ42/65Rb8minWoKPezPQnvsq3bqoi8j1f7NfQG4f6ZAC2Ow6ItwO12iA1fxK+ROAPR4lps1zX+eb55J8z2D1ofFGAXkff+jf/lZSoEZP3of6+7ItVhDtlpDaQxe9+U2yWFi8tl5vn8s5CeWIxgdVL8byueKCQF/yAJPAYzzHu6Lp/dhLOZFgWOMwhgDkJ7GoLNMW/zWGYP3ZghoDMwMI2wg/Qf6IPGV6GQeg8fXjANeNQcVQaYz+EDuHFiUz3cDoDOvm4U67n10qtkOEbrm5tgPMNuj89lipdvUSnC+9zHoXKyq1M4Z4HW4sPhGdFO0/SDTbbzO9EE4aC92txBIOfoMVIlbvdKYWwoM6QOwVHT6X/+r/4yTTjrppJNO+t8Dnc7ik0466aSTTvod0r/8l3+O9/eMi5ejrIXuydBkyxrGC77HI9ZecleGnjPBe8rCxL2FVtVqVINRRPCeajHhHo1Sl0VNVgHXp8uk6lRLrPcIPzxrsuYx4EzU5zNCmc7Mba6P95743t9byCwpi7qFq5p59zv3Z1ljdzkGx2zcxRiMWPsTYBhhMyW+PcFCq7KDxZ357o+W6mtzjcvV+4CE3jrWY5DHfOT0+Yvg7T3LwaA5zq43U6Vn947QdtWZ0ZD7kvn2Z4QvdONMTV2MweMeE8bGwLLu5VoOjiRUZ1gW49nTKIhym3ofoRbmTLbJBriF/CS49xXk9EoOHkAQhFIWtRNXdQMXSJ+rccr6bmaUfd4nKCG7CJiGZX5WdhIq8e27kg6mDBljHSwC1sEEncp82QNZa1/cY3h/j+2c85J0WerL6J3qL+c1NNuUnr33UC9yNQZmQu97puwp976o2a6L/kXqfdCeo7Liy7U/gXvqi4jg/s4ZauHZyjoKLdZzFUGArp58ErOZANhTaA31RW3nPBFfv97DeihtUG1T/RVjNwa4dqIs5DXxzXFiyHKuxx5vMRUa814sZAmqCnJ829QjjLpxHINZ5mC1Dy3G4BDhNYbT/inK9dizfhdh3TYgv3yOMaWx63WENSQPCjmZfcnyYxbkZ987RnJPm3FdVkQfM3ofP9iHci1ewnFZyA+fUTJ+tcpiDBICzEMY7X2e5VY1Qj/H7vkQgqJdyZ1prF/b+8BzZwcSrXXMQM3vXRuguqWXxRp6cR4fQn2pW5TXO0BrX5X1lpW4D80zPuuf/L6MurHvDP0tWknnAwhz2nun+sDzLJd1RHr24L7U6nQtZ3MLFvNZNGT/3u+MdKKm1Jecybw/20KPCGWwppgetN6X55jl2B1oYPHtc0GYq8XnA1R47EqJNdofggDvPPuixKcWvwEfz4a+qE/O+yUwxue11jqe6Qzxa8agD65LLVfB/XBmuIOfIYj3ABMp4niOeX97LtYQn+Xck/6574vvaeVM5oTysz/bAunJ6H2zAwf9MwYe9yg/1x/s4cfv6X/5J/+Bn3vSSSeddNJJfwA6ncUnnXTSSSed9Dukt7dHqFm6bb4wwLHBNjsXtur4lg2xQHg2MI1DEWLW0N4yBOvAETpQZTqij3y1GJ7P7HRpwcLnplQn1l2pXl3vIxiWSzE8c70xV0gyxowes322zfH+lg1UQIZBbA1hQFdQcCI8dhPCMvJlI2tv0bi/dOKbAZLHIGanrrKPzZQzWAdCZkuthkdqd60L6EJlyOls5NVFJurMykbgay0ZQhK8oYi8Mj0+bylVYcwW5sVUlvKTDXUYEUqwFMM9zYuYkBwgZXhum7PcqS4y9PKYOx5kiF3PVWynk4PslV742URhq3lxpUCNPm/+bLcp1bDThdwNaDB+l2J4LBwHnA2CcK0UJxh1kZipPl8Y58rdCLpQJPZlsmUDnNL7eqonqypo5DAnRFCSu2Xmvw6Wn1QL3VwxUu1sFSE9khOlSuX64SqA5LkaUSe5e5g7YDqx4ljlxfKRCc9tinCcXPfSNOei8bPMNGQSffRF0/tMERwaZkIQ9KqcBS4al4ObEYS4aYPJCnL1889iA3vmkw45wECLCGSkrFMZkOz8sghfbaYA1f5MEQKY+8ARht7MyFGa6zgDU2/vhzaoCZAcXZLgOFekxvdQFh9Y5+tSDhQhKONVbiI+fCF3hhispkpoHbrYi808jIGoUDa3xCTiyZeCGUwFOXHSzaAJ2kAsrn/bHJbLW2xOgVP5zKCmEMoIdOyHPXQVcCHKutTdAjqHilJCu6bs48mX1rYI7amznYvs3x71a94bS3E6E42RHHdmtDd6tXSmZVmRRTtrMdwPfdFF6q2a/aCdRyhalpWZKTqIj+puL8YuX8uBjAMDWdDdDY9UmmMOd+TL+9eEco8ObKLFR4SXWJZigJ2ga/mxEBzTV3ymhLJBdZP7IiDAjcduNZgkBx5gr4+3fj6H21k3x9vBAdjHWMwdy2KtJcAyz2ASXrP5mruH+rhT/zN080PyXshZyrlNZdMAkzwAwOKxZWDQGFwujq8HCOTRAWhESREFZdBvl4L3909Xdl+gYMhiLdRSgnO47Z0OZaqOkdzkeexaz2EEgJcCycExFrfe1gfJ1HapeO7vn315Pfioc1fr47IVvB3Grrc+zxoJZSPr7sulhiC31vjZZhag8oH5rXEMtv72dRVKcNJJJ5100km/fzqdxSeddNJJJ530O6I//4tvKEXhBzjDWo0cdKb6qlE16VVqK1CphhsZbAS3A5+aUJ3jUgy31C5VBL6cvTH5BLdrOhaI4HowyhU3irIurpAvn88e36FcLdzjqTadGXC5LnAtDzRrbuZaeLP23KGJZKAqRQGJNbpURhjzldPXXXG91vg+HbjePq9NJ0gyBhXFFZFPReAHfFV3RUuORDfDl+vReDGdY9sBRtOLolgecwC3Y//YWFIqG1TdNMgBhLMNS1HckMZOgdstjV0eA5cwvh/0R18+22AmeDxznTvBH/1RHLuxd3io6cv1zYobvnw5FIt8wQ3KIXO7FkNN8M6lKOQgGx9wtsfxq3UBa+eKS1qz2cHiRXEZuVaa4HKJY5cF1stC7izCb64yfd2UxjzXgnNXWK6Z7IbrLV4bIwaPlAVUtbmEMVhZsd0NW/YpqWCrcc02T4ZnE1wvueZjHPOVQ9ldcb3ltS4BUtZ+tNZv2XEoKDVCpLcETbuU84X+yYZ1c8R2jjGDao41Jl2Cbpt8itstygbVji18j3ucP9GF/Cyeneu4mwlarl/piluSV1VBPdQ8dFeCrndT3NKYZ/0912euBSxJ3+EVpHAIDKmK/FlbikAkyh1G1omzHnngcwltUFVoz3s4SH5MNdTVVBO4x3H6+vVOeuN2q3g+45olmN0iYR+a/Ym1TYuzs7i4AYlvjBagNq0oLml8vSguh7EbEHIuuAkuV5a7o95a+HyXa91U0Y5jpxr2T2DqrcuF9eRxPZgpZY+XUnC95bNGdEy4K24/cZ3LfI4YfQ+O0eKK6zU+2atNJ+fhXXm3cDdcr+lacVg5yis7JcxZ58+a9wcHa6o/P9tptMfkTFRbBJOt9iZIj2vWDSpxEFbrePQW9V0x3G6x4HNxXZYLiXpSaS2Ye9j3RAQFq7FL8lqiw1NVYZbHl3W+JEe7uUAlrwXD9RIuTefwMTjGFdek83Md08NbU5v4feHMJx8BmIe1vjrjuoS1JyIolp5trCNUJKHZKNTSfBaeKxFFP2QlmyrpkVIdV2yJL34nmRvzFQNG0ncyICPq5cxXixEM/UhBkuZCZ41ZvzaOHektE9ZbCQbaVCAEFc1zrBJrwJspLnkNVcM1I6nkYC43XL9E4SzFUnDRALoGPammuF7j+9zzN+48fx3HTl24ncXCvgcRbLaFlqsbLnmtm4VANFPF9Zb1ltHZRhNikLqy/tmcvqXEIuy0uSz4CsPs5wAaN9xuccxrdTxKDMr69u1Ozz/ppJNOOumk3zedzuKTTjrppJNO+h3RH//xn+G3f51gPa8Nb2/ZXBrJHUjoYtiuDe+ZT77/AwBQN+D5jB+2dd8DDO2Ktiq4p4yH+2OnNmQD52VrBMG8P5/oyQCfjcqXTfB+//k2rajVHff3n+dbZe1si/fl7LjiQE5cqFVwD3z87lJA47s/d3oWEB2QW1Ua82JPtCaZLdC25TYBeufggvyUS+94T+9TxAQ5E1Dm29aV5Q5xJFRBjqdaBe8Jdm3ExFC4A+8pQbAUhh/eH6v5jM9+POKYf9bYPGTIXBrNy/MBqsmcx653pfeZsm805+y1LnhPsLeKOFeuPHe3tlgfI2a0ewFS4j8ul51kI3emFCAhAmLbGh5pHnJvto3heYsLQTPmJbJdG96+ZpjSkZy1g2CoLxfBW0YRAIJRWcCOp9ul4ds3Rm4IclckwNsDwPXKiA+fb3nxuWBPAR77br8IK16rhSwl4FWj/ZBxPddGlnMjaGO12AYBJbmiNYZWz8ZhgOWud8PbW+4LZ3PTc3phvpR05Q7Kytxa4bIG35kn1RKzqQBgrwxjntfsnJcEYVkUzzu5KiNfq3gkfVeqJv02oOmNty8F9wxlqogC+vOq/Tv91W/eg7xmJx4A9KuSbsmvWJ0jalWCw5ypUsd7BHvSI2VbrPVEcw0lHVEFz6S/M4pBvza8J/kxR8jGFwAjGdtvvRCM5/RtRGdNpstlLM8RcU9jNJJaV9C7LUD2Pp3Xet17yPD8JEn3pDGvnfarXKe1tkbz6Y4QNLgag35pVNoBGlEDRICe1+xFCd1FNJ6n3nXHSOeBtuLDiA5WazTm27YueXGkWS4kr9lGcve9Uy+q+077nhelvYEyLhvrfFVQoGY+IGzXH+hX2sXS+3rD+7dF2Y9ju11JR2wX4znOmbAPIeSPugkeqZ0j6fx6sQXMtuBB5/okB7tSOQR3pTaMdCBorRFMMhJU/WxnvHC5clmKTPINIcgGAPrNSSfNmw/tfucSP5eL/yJE+fPB2fl1c4I7HyP+fbkUvKW+lGpU9idTa9wmtSSvAtpktovj/VuuRdQxDgF6IoKW1svti+Prb+lAGfamtzdeL7db+QGk9SHo7PEMWe/AC60rw97ntfd84p72r3ku+/mx25rTGvLqpCMmdMFnDy+90xls1rgOHMiHgr7g++O/9y/w3/+P/+3PtvOkk0466aST/q6JsalOOumkk0466aS/Ef2Tf8L1hnr2xi2oVs7IzEjAMytKPpFSB1BswZe+hXOWDTCzMF4gbt9/ma84HxEochrsuKiV78kR8yvatkX8mtgrhfPwS+2efPHaCuozkxd+3xgSXjUhWePray0vGNbP3xgKOfzPVCk63ZzHIBv7fDXmi7HLfLXaPNEdfhkaE8CEgD4MlW+LufoogHj8pT+36t+znj5/Ck2/DwTJj9+2OVwRfgqFin3/mRq8SvhtV4e5pJ+iFPn+q1W/w2x//Lw4dWVQhheP0xK6dZHNmUllMVcZlrHYcQm/TMeL9ZH43Jz4fpWcO+uIrJNW6LZmvK6y3M0s6dgoW/Qlj7kt9MhKzsnQvRi7IYqe/tdGx8DnT7/DR37+fgHRd75vsWbXUMDx2SudS/DAyzG3oEcEAhMNS9tUSP/4Yq4k6cpfP+bxUeZK+kA+oEyTjoh8TrrTlNQUPWYFEf9r9o/sVAN+5VzJwKx//PkTtGnZfv00L0bEQKAPspwFmr1OP6DczpxVDEwYz1+i1Xyu5v3X8P1QNgLx+peVLstcCz1J71sOHV/M8z6H0sJPtYDWhxpEPn9mOq8dfl4cqhZ+og4cfuIO1Rp+pWyAePzBQ5tEfHpwDj/zgrxCWOcqrasJX/+5F89xiPuzmcfNWGf2sWj6WfxZKXzN43PkA/P+8HPzmWl6+JkZ9PAzN7rHS4WI/vxPjebT/eeycV9zvpDNsjqXUfwVr8eyOD9mypCzk28lr5FstY7TOSUH8PyIj7O0+YVz/4iUAzzGwseWM7DXlDW+vs4kWfPHe2SRz7ItvpOo3YsBrenbYgXrvdJJGc0mOySB9TeRfYc7n7/WG2aAwOdvIlDEa7NEySdrRn8C1vKaqQ/QGeGy1cV+reG3GoPLlpAVPoIYD7/RmW9LfH1/3R8OEgaSjRLPMvO7NJ1l3El85lnt88K+kFcvLD9ZXHquk4MJic6UA+hYoi+XQkM+X3oYd7Du/Cf/+F8v3nfSSSeddNJJv186M4tPOumkk0466XdE/+E//hXBHapEg6274ZGi6r0YLgnKEDLgB8frzKbImSiG29GoM4CBHpxdyywMN9wyxnWiWridE9Lyk2/C1cXnbJvh8WCH3BHGb8LCctR3tvebWTAGu3Fk/1aNvvhVo9PBXal2ba1KNe0E0UnuxSiqvRYFEiRhBoFeRf9PviOs54CMESACa1U8UqZ4ccERintV/7VWwyPVuHQzXC9xrrKxq25Gji1zxfUIvaeyCAjgOsOqCtMDPN6iTmytRobXISNA/5qzvNaqZHgVMHxtzmSs1RMcKF514eTAx/W0S2Hj1+gtODRqUTwt13KVACH+Wdfw831bNXIq1aLQBJebM3tKNSTU0hdc7edFVaFs1VoVPR33zQzlAANtLmgpOaYUIXhMlYHe4rrKc1yK40b2toYxLPA9HwkevAquIxkYRyxGXorCcgZkiRDpeMF8hnrsC0j2kmCLJ6x4mpeNdZIXDY671VzVTYEE5W4enYC6gIWum6KnMTDTII+20oGLQBuRqGNnNlfWgYaR3qc6goOqFo1QkZgyvA5TOMxVNeRlVKrRGM+5+nzati3WRxW4HHXZOis711GurnCNY86BNk6lq0sx7CVCfWZnSa0R4hqY+9Mxe8qM4c+/feOahD/9dA31Xd0Ve13pzgTnmjLtvDB0c6m2cKC0oIdLsTBOAOALKP5Zp/64X3ENxlJjTfj56rQ3FYaTLkWDs0tUOLCnMMR9rR4cZ2pKiZt1IXdqFhwD5oK6s87NcfWCHmTIXfFIumV1JhnSg6PO3aAl62qjIC9NxblLiWeiD74cjDZGnKsJ65vHU+GeUt9o/+C+mCLoElEJ8K4f7aT9yiTsF6pKe22tRoFSmkowmAn1ty7mSkXDmcddoc5jR+dHiU7VUpTSjetiHkZvOB4qJwQzj4s/Pu8ZeK2rABVtBN3s6Rwvh38e+Vbr6jhXqoKedYQbrpc46OZprkyonMVq3zFDmqt4RgHWpXlmCfi4X6kmmOSN+cboCYHFIGnsyuahtALwAQwf11WG66/VCSFgYIQzZSk8V6Wk878IRtu55ESG4i8WMpBVBZrh5DfDJe0DxQ3tsH+o6auEz5GvUKyNmQSHtJkCCWK6bgoqOj8kZHS7K25prupWyNkuKvHMvpCDshU8Uyb6QItzVR3XvGdXwyNl//N+5QBSO4sHJBMB4CXC3tetIH8szhrph/WoQk7leqkU6GbuYczVFF9SsMa//7O/xEknnXTSSSf9oel0Fp900kknnXTS74j+7M9+Q7BaI9r6cLnI4p6O+wFaUGSQoVSlLvmOH6z63U56NDgw3+4twFWu4CtNuZ1PbQHCtxZBKiEKd4YMfTxaML7VIgTlbCZhDMYAVGNtPGwMB2iKACfbMciRIcqQs6oaIFE/jO7HUb+oLGBTDe+pDXmORYXe18cIEGjfkx3DXBWCUu0tGgnNBD1lh+jifU/tIVt8Bamri/5liOtVkIKq87iMKLN1KB4JBs4McczHYKePLCD01MOY946Xoz06kIhPIpTyR+3DMFcLPowR5EzklU2B4xplCL3uEvqcnTkfbaI57tHpuqpPLKo0x3uL9+XalcBaNkRaNNr11RwXhmnOnjas1hXL1HSmfj7/chk85qJhPPtLNsJcoeA945gjyUv0zX+2acF3hDKczuLkGFrowNKUDLp5zEU3ep+7hGAGNw5u0AWfWax1XorhkZy+ZspwjhKzzyZ0Y7xHDcQns6rm4W+Wc7NK7cwOelWeq9WaIQeP8rNloROOenPy8dihWuATEcoqM2PZaMODg8VUaR2v+EqJhmBzpdruK3q/P8L7SnU8n3ldcf+yfqmj4JF0y2o8p/8xjt893XNbzF/vCMETsjiTiFaGj03rURZtGiPtfQIy0ItUvL9lmFTEM5AIBQipKelc9x72Q9tZ507dmccTYT22JrTPqQrBpEKj+uylL3Quv8+S43KMQcFUK76P89N3Ei73sDoX9T5SrXPQPbXmc9iggJnVGIxqQT5FOGN1xec161xG0FFRkuHpmPm8cXelIEXVC/OZhkCCtnOAjspGfJBYXqF3xyPhXqvwOs46aaDQGrpKpffN9XjcIHlfFUl6XwStdRx9p6r87Hr1sLZFBL33sB+bCvMleOUZ2MP7XOYrRYOD9WkSAmiAeQbivSgGLtgeHafzfayrNc9xb7QeV+9TjfPVx1icr/h9udb5QKc5vgjrxd6iwxMYBJctt8GwzH1/ocN8bxTpzm0zOgPtzxbmWJV1bq2O+wEeW5WDosyU+MoW4bifu2LkdWXKZyCXuI5bwzM58cUueH+LgViiitEPZ8reCPpbVIgPHxneLxpjEKT1lI1DO+W1ZR33LBl4T4++3jSdSaYOPGby/9m//i846aSTTjrppD80nc7ik0466aSTTvod0X/6T1+DEau44pEcAr0Pgrp6e9ujo60aGSDbiu/bHryU22bkuGitk49n1so7GPbF0ZPX97kz3+jR7mtqZNB5PAb7lBKJGr3vfme+bBAU0Ve24Se9P3osE7nIoAUnG+F+78Gw91Gb88gpwnzv9xYzi0wn7G16Ze7L/R4ddFYULddtAxsOc3a3KtfY62M1dnGOBYqeioa1NqiOWO6vQELGBwDseycYxNnuEfnSsx+PTkblTCvk1ucjyqK8DOjHsRoLyM77I7ZzZoHGxKUxONvw+WyhnaI8BqN3Mkree3yWKxunOwYyuuDIzgZb1YnlOe6PkRwxQs/eF3yUugWW130hG5ltDOZrz0FCNF5t+/zb0Fb6ZrBMjWS0o7l69BCwIgJkpM3RuZ1ZpnSBdtB6pwCLMVrKnGI91fsgx9PoI8xpB+vz3hrPcZafMWj2emf9k9fZ6Ayv2tpYzCm3OztK276QqYHgZG47y8++87NGEpbeeQz2/ZfLOaxkY/J9/i0yFnqadVl/tli7VTkCofeOnUpFpGe1Qc9e0f6Mstj2zuO0Wsc0n4t9aHCfv0OIfufjds5r3NbQzsXZorVBSBQAwvDti3ta52uSZWPvhICwP9l5WhMk8aovAxGFobWFbAyWV4hEOV+sq0Etn8C68X3Ce+HifT0FOOzPVV+4DR9t+6Dnim+x9wHxWl5Dh6ZGnjR4+0pHIOtz3okabx+ASrivLfR5H4NLPkgcl/7seRljLNa/GsJe0J8xKxyY6z/reE/O6Odjoc8Hy7lK3O8f90a6c/RVQGeEzX3eG59TBpIjb/77cc963Buv2SFBFj9CiI7z93xy/7L8rKgtvi3m2f4Q9LmvdFKjPdPdwrm2Pxodouc5N2dOa/gGedx3Kusxeic+teiMfn/fZ0b5kW809JaDfWJA4Hh7UiBR74NqhgPRGf4+QHyjGfadnaABMef9gT0FINUFchKwh7m530FyDmiQn4//fnQyPx+NvyVM0Q9O3v5693FlPfdG817U8DjMVbvvpDvbgm8rivtxrt6ey7NTdnRPZKjP97293SlwaQx+X908zPH7+5OQW2TEj9GBV1DZge8//vvf4KSTTjrppJP+0HQ6i0866aSTTjrpd0B/+Zs3uAn8ALl2uTgkRXybCeqhVuyHk/JIl4tDkCLaBYHPTInvenUoZd7KhEV80YSOjW3fLkZOAlPFdkA786Loz/jBfL047glyWlVR6zGLWCmLuBQjB4trrPE2IZmjucFdqSay6Ah1wzbKepmQzFtEbsNAD0blbTPc31JGi2sYOwHQRocf2nnZODvHXVAvEaq2tx6sKdfNcLc0Vy6hf6tMuMvFAclzrKGW2QpuddtWczxQywFyepHRum1KBkizWHvPXciBvZrjYgocZGMJD14MtwSJKCIJMpBlo1ZB2zPkW6zjV6phT47Z4oItweWpdGg5yrBhf6bMNAW2RW3aY1nEWhVpecAT9KYAMOshq3XbHHeJMlWKoLUENYoeMhmmbCQ4WVfUmhzmSaa2zSn7x5MszgxahjHOBvpSDUOiTO2J77I5OWHdG47ZomaKnebYsO8ZUlshB5hEX2RzlqK4JMhMUwkwu+6KPcl+ccWW6nqrxozdkqAjP5611QThbdHBUatBE1R9qY4LWVhHRGVY8RXD5cqG9QzvLAlveavGzuiOkMm0XZzkpRRb1vY7Uq1O99TqQV6mfssQpY7WE1RsMUCyLMbxLcVw2dK4uIYs05kxGO/ZiqNvbCy2w5zOjP2s31g2So1Z4F40wLYDryzNpBO+fCkhW7wussdrVfSeZT9mdNVieOSyEIt5UEQn2tzjMgSrLZy+0WleqpODJc8xMDMLY2kMWxraQ6AW2JHo1ZDQuVGLhUA7AZcR8KIBBv+jnXrYR1fnsFIMdWO9qIeEMjNlKNXC55SZOfn5LHPFnvjcDVvNusvwTDLF+o33WrN4Xym8/ktxtPQ+NQnyUorR+q/VyJkpyXlSiwEjyuvcZxIfoiO2FMW4RL7LhctJtB6h1Gs1jB4dMzXzyQxGOcqiubzKBhzaWQ13PQa+LWSxAGVjeGV5fN6pItC0Zt2N4WqrBdQZUyHZMNdw/gc+IHTjnpkhtd2N6itPaOq4Z2aq1UnOcmkRL0bjsiVY+Nmf6HyffcmQvQU9R0pIDLoyN5S0r162wpnLQIIfFxq7+Y3FoZG53Vk2LhfH++G8IRDsLaIZqAjVFq5byhZ/3X7UHbnkxOTzgBow64/ncy7zlVqCw1NFXjDMn+TFaFxKiXyzpEBaV5vTPurVgzPaXLBp5LtshZy8uZSJmk7Y5wNtl8IBHSro+3HNLPiulb55NJ0PV++73ireM0y6eQieMDNcLvGey62Gb8iBAdW4r9nifZdLidnGAN7eHrhe00frSSeddNJJJ/0e6XQWn3TSSSeddNLvgP7BP/g3dI0yegByLKzqGo5F9ti+7yFlTgVo6a5OWRljZnMejSCi1LDREZ7dMeYHfIAVVc7Yo+d05ASw+YjUzgRLOwawN7JzLfg68Y2OZAQdxJdhcKfx7+cz1YCPrI0Iyag9FeIUIBuZpu3jyCcQGhijdk7D2KHGpklwPgAfkJTpfclwM+FJE1+Cl518Hf3wLFMhx0LrnHG1P2MNsenK5fS1fO2574FPlfwmGEOohugzOb5EscgQitfGmOMZoaoH8sOzLPY+AImyL8JZLqN19GP/Pv77wcg00DnLZbHWCf5YBvUvZ25Nmc9GXpZ9NsAuYC/HB+/hWl+975cpG25XtYCBGXAQ2wmE/oiCtdlqbXe6tv57Ne+poZTO+QO+cCn//dGmSK1Fx/5qNFf7RW8jQBSuGPO4fGRk85xl2Uj9Gx/G65FYWGbXPUjvWqy1oyTICjMcwvIi6cpY7RVMtN6XMrzoy+iLe39h7ACSl9W6WtFIurIP3p2mnsjzgHAt//3RlzXf8f3Mt5qZDxj/cNOvWGtzjRzbyfdIlmHMbLFjbdqsqydj5mO9uNYRPWUIpw3kdQ+3kzNMaX3gR/JzaGf7ZRlb0SpTfSVnee33Rf9+Tdb7Cglkpadeiv7z2bk2x0cL0zVBzNQenfXGWOgSTfVP+8B6PCWPy/eWvPqylo1jxMPA3EePwYwzmzU/O8nUGFOGDwFrrfGZYDbpwNdmsM+x9nfPMBufjN//3Fuf6/0wxr0D+dwnyf29gspfZQfPpx75eAxWe/RE7Tg++wcp56l7pjFjvbfGOgk87WLAMdaut86qGgP5g0YTSkhrDK8+Uvb/dAgKjh8+fYFS8NHW4x+q8WJvfYkQEGHoJ7MEWeS1ncppT9Sk3omPnKka27m3jr03+EGGR95A8KpjfrjWWkfrPTi2O62zV1DgwVm87432mdzG+T5FPwQXrvhW+tQ0OotztjXwoUviNVVBO7Rj31sIipztjDwCoQDcPdWuBkClcQDgH/3D/w3/9//+/0xtO+mkk0466aTfF53O4pNOOumkk076HdA//sf/jjJagQnxdqT5mRqjyTPfGAiZBh90/J6cNX6Z75iFMrMIo0XCzUJtYGAaSI4f7BPKVRKf4J7qRE3oz897VIXqcJotILVbrKe7ymid4xL5ngn+eOVo98X7Ho8Iz5mj2ScfZ6s+ntFQsarfay64P+K1+6MhZGAVWfCNFxz4sZ3hT1TEbCQAMOP6WRnKdRN7teGTVIWukSlFuK6hLq4Rm/CzZfG+7y/5fo8u5TzP+z5dB59tWtTFHmPQvGfjpimvtd4HBXBkJ6UZ11HsuwS+Vcbuqn53GzMw4ntfFj5Kd6XMwtZ7CBzQBTS2O4/n3iKMoBnXrnZT0lPPVGd81s7N7xsknxmadwzOEHbj9fdMEMwFi8AaF9zzXC1s/VTT13neV34Zkv2FbmaLIM+xLORs/oejvCz4FtcmHTMg+dkrPs7EWbVp4JnXEVifrsbul3SCLfh6j7D66zXD+q33WJd2VQfT3XivbbHupWonmM8V3zR0Hwy81qm2qnvjtZ3gnG3nAB1wrA/evj0Dny9gU0thnZ6pdxCsqNua7+hgGQDJwWr+Jn1eGwOhzugHXx7PzCcQ0lOqrIOAD4fUi08Ej7Q3TL5UA761kB2vynutiFDbP1r3vS8qVOMSw6ntWRbNFnydxyWrINPFOh7g2sYp0MaM9f4YqzXDqBNZNjxBoj6fjRxYq31GDYFvljHgZ+cxMEO4r7VOpVTKYo1KrgHdB8m+uS3PF+OwmHvrBOHrKiRTADAOMtx7pyC9eSZPfB3YD/LRR2cZNiV0mgEE3TUGy4aaER+QAxqezPej/Sk8ZLWvLeQ60WodizD6Dr1O5Qe1sQ/X7uw4nGMQx3xL2bj3O8MP26KOeUmIDvfHkx3Yy/rnFpyOj8dOJV/mGSTxmQa+52PHTt8zSrWNvRha+7z2fDIs8+p9plGf7ntDa4ymlPlEgPsBWaet1syCDyrhnNd6x573ixVfoj4Gnrkvq7VGNGgd//h9cVN+PjMimK/5Qo1i3kc1f2/f540h+FVY9v/RP/zT01l80kknnXTSH5ROZ/FJJ5100kkn/Q7oz/7sL2ElfnB2GQHOdqvOEMmuAboamMZHO1zbNicjjbnCLNcnGzgkI0yjySMbVxS64jswXi6OdzICKyzB1Q0AcuBbtVNlEeU+BvTYv4vhPUFAQzh7bPQRoGOvm+PtfWEsSxBivY0A97ZtDL8KAcFJ9h7HZdsK1VoWINwj8sqgkzh/vbMB5jjHE5I1zlWtxlkfiU9VyMBUqpHTfgggme89zbEIsqO0dwkwvxPeMjv2F1mMY+Ao1mYM8+smBC857/285q6zDl3g03DPR3+O14orBy64BrkD5jwc533CCrORTTT1TyWMZ4aSBObakHTSVlcUG4EvG9WtCGyPi0ZVgoenVjagq2mQxdlMOSL4TrhOsAEtr21FzGjZNsMded6F5kFSpv2EHs3vE4K+FC1hvW+b4a8XgSe1RAi/1gbksG7mGk3tVJaXrBNKMXJgm2rQN8ArK1OOcubYLY9LHs+UrQvA3eGW5TqWMVjqBFc8yVkUM7VVhWq7Flc8kh7O46LKdc2LK0oauwyFO9d2p3vymHuxkClmpmidn+1pzypFFsE+eTwVnmSjeszGc1fk3cJdYSUOTC0aHG2lGHbk/dBgaf5KtWCML8VoXFrrlB231RKM07U4nsjGal5rE1b70E5PHjRMXZnnj6GGdWa6HvuymHckqGZ3oyz64kJQ2BnMxIrCEqT+XEc545ADF1peMy6wPfUPEZ1CIFDJugSvWtSHt42Y4SUq5JgthQPiehvQY1ASOizth16UHCw9ZcKpTcd2eJ9bcugINE+LMhS2l3TGWURmqA6SqVJjuQoRCfp18rEs1s1xP9ScVWW0kblmEl/VEOSlqsv35T6X4ngEmF0s1ofAjfXE4z4CXz6CiMU9E5jjGYILFigFIoDkIJaagqVEoHm/8EHX3ON+pMpoHO5C+5N5PDPKYq7cFc/FtaOzX0XofcUNz3S+kKRLIJIrYcBdQ/DG7E+sWywY9J1QquHxzOftkeSzwxJjlo3Jl4nfVzeG3h46IorOYh4uV8db2DfHq22HgBWR1/n6k7athADAVdbwgGCkAa1bwf3tcKYa8/x9HOO5t2cI7Yq3b/dwTVWTzlvwXQve3w58Ms+aQXe5BRSI+b6C94OjWwA6Z9riLL9tBff7IXJ2dGqTudG1enE8jhG30umb3KvCU22Yeqnxu1VBUN9eDJbO23WL5SMw5rhEPoUmH3OpNeiEvuD7V3/6n3HSSSeddNJJf0g6ncUnnXTSSSed9Dug3/z1PdSE+rDNeXLUZLOFALG+pXzAUB4cUcWAlBUiYqHe7AqWc9bzS4Y3cF3cbEkpRamal2qseZUNLR98I9Wpg0iop6W6yKRUrrklAGqqw9uSEVFEqTbY5ItQzjlLy03mmB77J+AarbmdJlSLcI7LoZa0rrKdseQrv8BnJlSjTWREPhPIImkjGxF769DDRLso4Hk8p5EytFNiDUhzQbLX0xjMZ8X+uStkZyNwIb5BfBl8cNbFzuPSQxuKKwUN6GIegI56MAxVj1H/AMvGpBGu8X/n+t2zPxKyEWoxZGRzVa5520cPsu6uDKOouS7drHfrR+dmEeQadCI8f0hO0VXdT573QWNnxrXyVu3MMNtugsslttNs0LOyM9WrYuuZT7DVz2sfAR3xHgu1nWc7sdDpeT4NNZWWM1PUw/uUfXivWtJlce3z75WzePYl1R60KC8igp4dEjod9/l9R1lYZR+qCrZUY89UgUO9TlWBLzKi8vy5K1Q+r01ncbgFZq/a2+FadIZZcqp/XKP+aYRkNRdyLOiKzyQa3m3h7DBFveRajoZ+WMxuAk/1l79+TfARmIERx8ebK0TymmGd5yahJrK7kVNkvf4QdI6bAVvkUxOqKzprvh6eXRSSTAlqrLtm5MlBl6iF2vXA3K9yOyGxnu1cV1y3mfZWiTiiogMlBQSYjnBOmDfGc5dqR/W8h3TU9Kwue9DporN+dXwfqA29RwePCuhcYj5Qkwx1RD6RwXWaDUC61ntPGdf8vmKa+GTWnA5lGYTq4K7mpmsqA6F8njEXlJy+mcZ8xedFEcxYAl7bAgouMpOg40Q+/nF8lKKUrLsER5maTuZ8JheqR+xFcTxNqwKaZXEx757qrc+9KPVFhPeQImh7PMfKap/Z+NoxWENNUCXeo6Y0D2oSa8CmPfODj9aoWQh0UQWdBVc6T2WEIAhVQUl1d9WF+pfP16tatatayvn7wYT1otuCTyOii+h0Zga+wjWYq2aUpcVaU4OnM0exgXEMvBJQ/0pV9HQ2Uo3IAWqgfa1UQx/5zBhjT1R5zGvhGuWQEXT6iq9UZ+jpHMy4mIcpK5y1L4GPz0G18r45LJbDUAHXDK8OIOoSKQN6iDASVap7XatFvQiBF4Ra6r/5y6846aSTTjrppD8knc7ik0466aSTTvod0L/5N78JH/krqGMRwdvbAt7ucJu74pH4IIJvbylr8W3H0XhVCmd3iSreUsbuG3YcP3BL4UzR2c7Id3/fg3GspOwyYH70Zr6cHVQKw9ICYL4RWWs1ynYGgHfKLObs3BUUIbcz0uTL7fRfyZff98t827aAqRzAe8r+zc7/bTMag94MX79GOUvJq7hshvc7Zzq95cxwxMCAy8UZLnQMvL3zGB/l7HJx7ssYi/6ldl547PqCjzgvnHU+hhGcdDYu4eq0RntTznxfUG7nGBKymICZNZxrlj1TFkzvWMhebOt1MS6trWQ2m8GYrzaGFeU6w8y37zEDE0DIQv95vgy3upqHlLlZwHCdFEBSaP7aHvu3chaLgPj23RZQ4zmTmnX6c1eG9c+J6cq68vmMsMkrZ/GqnfbUBLcsBBkut4pv3xjKMRr6GdpcpOLbt+jgzHubpoxTYBpX394in5mFvUZV0BcBD9S/VKbAFrXcVSecc+DTETJ9JwR7hlatePuW25nfpxRwtJq/fW9BC5kpZd7OjMtIv/3tPcJXu6LRupJF/5AyrtuvOnNkeVzzsZwBoZQrfG8E67084yS0gVL6Qm8IyQsQ97t9N4IaXvON4P8rORUfAKTi/Y33rMC3r/byQu8brYXxbNWoZAcwaP5ebwx8jwQ5Danrs8MheKI1w063FIKvfd194Ou0XwxgsdelM1Uf9OzLcDqHZHju3sF8FwvZh6v39T5iJiWACwres5wlXdmHE9+2FZqHvPeMDrxROx3v70nOMphKL3hPspGzK1c0RqExn3wMTX08U2EUOuNcRlmccRAEe4DnIUM3T8pheoN0ZV3yZRkeeHuLGa0TGSXPQ8r0B+h9W2UY4T64vzmDti5QjzLJgq9UD+ezN4Cyypd8xSi7mfymAnz7Gvk8IcaIzNIl9L4sn9XQjmeHN9DRT2SjefCi2A9IOu+LM4fKRv2bme/tF/iE+Czx3VUIdl6Ex9NcQ//u+kBPe7kK8JbH0y3Axd/fH4uznyzOADFD//7+pIC/2b+M+GVoB/Sp+/2JngKoZcVnGvj+9E//C0466aSTTjrpD0mns/ikk0466aST/pb0l795I4drrc6wgz1mQ3wYbY8JCtulYP+ajWAaYBRF2PBQN8P+jeERjzd+8n3eV4vhLRkos2F8Zl9oeKcXI4Pv3jr64a5U9viHfG0fwWEuAqqTZ65AMtz2FmsYz/Fko37O2N33FV96nwoZ+ldGDa65yTXb5nhK4uNMvHsqjNlahtxjA6yI4PHMxvIIhzqdMmlOTclI+tw7jmh6qoIuIxpJVCjrfA5LzBbIhpUMNQdwtuVqrmZGYTJZ9pTlo0LwuRluevLFArc/cnLlucn14JZ8qtzOhYNw7NEBIhfBSHw9LtvleMryfYtxWayHNd8xk3Jh+DPJicw5nmPy0biAaKQq22aCjA8sh38e3yf6qT/NJBg65/sUkrFjRQJM+mxnNjTyeE6XecwwzQEyZhG69oPr6BI0U3KqqQhBx6oI9PC+VW1nU4OmdhoE/cinioasw3k9zOyn498LOVsgT+ShUlvol8W8iyIodjUh+OMMw/vZ9hH/TkEJq+kTFeCQlammkBQ1k+dg9b7VuKjqK9vwk9wj1L6ZUOY0uJlQi/DfKoLsohSAYYQl6kvuCQhdYbY9OsNXsoHFvJtGz4UJ7wWrR1nOlqN0sw++LENCKCRcA3osagbHYJABljMMw+hx31TXwNdHJz2BIVSYXRD3iNGAkQP+Oj9LVENwRu+MgiJj0EaZ24k+gPxsUfSR3xfHs4+Vg2cQ9Audc/JiwMd+y2vy+PxB0rLepwWxXVkGZjsXh+C0d/exeKMKnS2RHF1ZlwGvvXvhtAt8vfP7jNeIpvHsnWubi8lC1i30ufexPmNktjRWI30XAK9SKtTt2IbWqEXzXH7n8QrBE22EOtHAK7N4NbGhnR1Zpswd/Z0nPrSzd2rnrE3/887i3juNQSlGwXwczMDtLKVwnfTE2Xun4Cyziv04Vjy02NtA8pNCi+O5R76s+vOZFXh9px6gvhei/+LLUNgV+/6e+GIg1NSJsRG1lhDINjpo01i1oW6Ot8P39GxTDg7ptLZLdezfjjXKx2xSCp7I7dy2GCS3UHlTT6Qx3i4xKK81ABIRFvL5HgDK5tgPfM9Hw9vbA9drSiE/6aSTTjrppN8Tnc7ik0466aSTTvpb0h//T/8Wt1vEcazVGaJRBXY7Qvqy86FUo4/nWT9MI18yRk4orcRnmS9DnH20M14zX/Clj+VaBHJjyLYAF+rsJCkuwIUh224HJ5AaOw1LEdzy+3TgZtF5lPtXiuJ2S9COqSbVqg5vKYLrNcPUIUCMLflccb0yVOZxPN2FnEDuisuV+ycWYU2fjxQBr8AttVMwoLcjn5JxaQ2bLC+Y4o/+MkxsdYNek7PKDH6AtJ7yuZoHhic81q61RTZ+KYovX3gdHR01M9MxQcQVBW65fz28z02wp3qXpQBfbhmqL8Jzr1ADanHIlww9KjgiQLpzLdlaFZqhMlUC5PRKrr0IrqvxLNG5mQMcplyzfJbMl2uRFsVtMS4BonzhLF7O+4JvTzWaaxH80R/F9yFBjZsJns9Ur7Aqbl9SOyW+z53RDUpRfMnOMVH07ej8W+hrd3z5EvlUovPUTdE662tkmE8R9O3zvpWclWq4/bQlvpnt98kn2NL69qIYC76tHvsnIQsH+Fh/0WA5YcR/YVyq4afEJynTdsoZIl9R/PQlQ17G8Zzvy3UquZ0ioPdlvVeq4csf8X470vuyz7BuzvXBTQOfm6LX2MFvCxjqL7caMtjNuCxDqYZbgo93iQE/5opC61YW6yHxmRJsci0G3HJGlMUMaFN4hs8thuuN5SXzlQzLXhQ3mr9YesJM4amdXhXXfM4SDQ5kM0XeyEwZftySE9aMa5abC7Z0fhFER4wal0AoLrhmPkvvc6V6qOagc4EZ1/72XJvTlM4Fc94Tn+dzyGJfWcyfOfcv7w+Q6EQ3k4wwPaHAk0Nk6s/j/HGtYy+Gy2I/yu0UZD3huGZ9rQj7Hdecn/o6O3hUmE89O8fY1KYa9aD+4H1ULkI9jKcu3leq4kbQ8J7GRahOe6mGK+I8mCHVphdo6k4thjHS/NmIENM2naDhfcU5AdlilqmZ4pL4vDqu+X0K9IAgYQHCGwDKZrhR/+K+5WZUO3bOH38fRT6FSvr+yxD+eK33Fuf9+tMltrMWfBn5fK0hqMtcoJbhx+0V8HZ8Fu9/ZvF9tRrXQE/z7mYUVFU3hyA+yzJktyuNZ6lOc5OhzN0U+uWa+AxKgY+IwVmu+PIlr7+yeJ+Svv7yJe23W+FyNAlhRN3wJS2IsjmXYike+UzorFI2Hpf/6R/+//Df/ff/J5x00kknnXTSH4JOZ/FJJ5100kkn/S3pH//jf4+vCdru+ex4PFe5Pp90vSje78mJsO+4M6pioMtF8f6esnpXfECIfL5s/L59b7g/hFiOxs5tE9xT9sB+UdyPkfMcZD3b+Rbfd70I3g+ZAYPyKue4vKX+XRZjlbOYtioEVb3V9KxXsPuR9XoRvKVshevF8HZo+xichXa9CN7u8dqtNbzdj/17jeexL5vgPY3n5dLw9VvOJ4sZEpeL4u237+GO69Xw269HvlU0v1CWQ9uN2pCpVsEjOVNH3/GISG/QVLNxW7yvd8FbbPqLPp9fC5CRHi8XwdtbHM/j/892Mmxz6/YDmMpPzlKVsk2uVyX447z+ahGCC71dO97e4n153ksFnslZPGB47tlqimBwqgV4pK5cOq+RTMWV3nfrim8LWNMAv+ocXNC78LjMDnwnd0pwQ++sq3LeT3Gheeg3x1tCWOjoCT5XGOpxGMO9xoRyeAGeST6vV1uOS6jz7SC413HtNC6S6rK7k68KYyz4UmacOcMtX0enkgTACOk4K5jmy0XxLSNWIGammYFKGYzh+JYgE3OG1HQq5P45QS1mfW0GtJ705yj4unhfzkTPwROjG76R/kSYiJVTe4xO8NySJnA6d9Jj0fF8rPajY2Y/csLZkv76r9+jMTk5r2Y3Cr4lfaZI86CMyDFunWGM0wROp3rma8t5P8KGq8S/gbn+8jxQfUvhYfkyGB4YGvWJGDCSoI2fCt5+GzeNed/hDSaQJC9fBsOPeyrJscoov32p+PrXcSNTFYJlJ/n8UvE1tdOKYt/jvLdUn3i2Mzl0iyZEANAp6suXRvrFPcGpJ3md7XS8fY18ttBfeU+8LvS1OtCf8X15/vqXQnqpeNwnBU/KHr/enGHZTUh/8X7USa6zU5Q1HDC6Exy/GUjP5tzb3jtBTJuDgsYyjd5pPzLf6X2MutJovXvxIGcAyDHVuxOEti9LxqR9+tIW60jwTIgfOVv0emv49jU+qxTB4/nzZ69+a/j2Na6/GfyVN+Z8Htyof7Ua6fBM/cYQzHVTPI/fIsLv670SXH3JENMAEio0LtdO66FWT3D4r5Pl4Xuk90IZ0NdrKmvxkuvjzPfuuNO4aIDRz5n+k6+RXM8SPM/IhxE2/kurdC4vVfFM/cuoTpfm+PYtzvu2Ge5vQVHMrPkDXb80vCc9cb3FEicfiffHmsGX1qjUzbYVLsED4Jh1vbWGezrvbtcN9+OzXurl+L5tL3hPz/4nf3w6i0866aSTTvrD0QIk7KSTTjrppJNO+q+hf/Ev/wKAhV+2Xbjrp/fo41s/p5EAeD7jbcV+JV96n9kCRtKZL2dWmgllxdjifdn4tIIZtgwHC+DxHN/hawc+4HsjEYwsQA61FXzoqn/P55iW6ddPX56HcfgBHv4eHXg8piPl47dE6sxpFgAeu4T+fRgiDk0AzMLf/TUu4dkfWTmHnyI+ewB4POOTRLIxEXDndq7gUVd8SfQwuoIEMkfSr+SsrY6cOWuL29kbBzJ8/P/Hz435cobr62r4y43b1HvuMf/MC/J6731RFzPRsp0Q0KQSQsCK75eP8DlbCWDnzq/lG2Mx74h/rubv13xq6AcE5uGXjX7AYWi+v491I4esIE87TH0xrb9iXMwWbApRhB8Q/57rIXKKGEQk/ACEv90MohJ++sryOf7ko/2vn7ktlqhCX/blj5+kn7vRPSq6mvXwt6nRs1SUrmXShZ7/MGnn90W+lTL+wfo7TISs9hoxTBn9/M2nf/6tyj9T1o0mEp5kKwz2ZY9zm1Z7IvdZ8p673qToUs6WXT571YasL5drZoVY8ct8HDIGypST8bKyH36L7e7lQznc0wdG7+HX20Dr8TfSfb316W08/lrDGPEHdIyxf//1/sSsN/D5G33HrBf8+RPiYw/iPJ/EPZ4dfTwGU1///Lgs8V4X+8PqvPlr+OwDNvnjtzpzLK7l899sZVyjGKxTV/vW4ul0ZZ6Pfk7jrOVzda7itzFf8bK4M1Jf8q3mITmrF/MwUVjiuqE6zUu+X5731SnLf8U89L6Ql18xntn5D4BQGFb0WYLk8/dr+tdzFBQAT1m9q0FYQT6XdJ4GgK0A1T9/LrwguH8DWfG1fUzEpMOvlAKBfv+t5DsHtQCAlwI5/A94nUsOT+j7oP2vlNy/8b2awcevtUZ8tRTk9Zf3pPy9CWCew5N+ySUVnvdOx+v83TYGKAOagyTW6yGfYZZ8eX8d/I205+hMAH/yJ/+Orp100kknnXTS74vOzOKTTjrppJNO+lvS29seIPg+M2k+PxJn1DVDfAboPpmZZZL47omvugIBgm+88kmPfErZlsUzNOHAgIYP7Fq5pnBxwyWggk1DYz0YgWvh96l2bDUbpQb8YOSuxfFMDmv3mdkbaQAH6LxSVvU8ga3wh3mxyPdI/XMXXDJEpCBAHZfCkNO1OBlJxYB6MNSusjNqZQi+0XtwXs6syeTc9IFLGpcJkXzkW0AkV0WGNJxQwEh8sU3bVsgYYiYoh6Ey57qSWzXqnyXI6fm+lGFaDdfEpxoDEXSRVVg3QT7SToPZZwc5e+hjXBLMYYIMVxUyUG6VIf+WfMlguG1GDp5SJVybDrp4z1YFGAnuzgWyfc7NzEbMfPZysBz4ikDkWDeds0a26qFG+ief/SxfrQpNhjgvikt4H9eErEUgPfWvRL0EGQGS9uN9GUK/FIEkWU/lEuezLbeBDYEyYj3iWo3hQouRP3z0EYydtRgswb3WTZFhqJFQAWo12DPvGYbrLeu4yFeKksF+GpyzkylndlmAI//k42y249yXYgwjvoJRFebLe8220I1icS25G54l7YnVgLGA9U58e8lrxMlppqmW7DQSx3sum0GFYU0zX0vOBsqeBfDTH11ChryZYm9ZTxiuqX+eMqVXmdO1GHDNfBbgxs24nV4Ml8yXdLYtaszXquhJF8/39cCXdUDZWF5UNbRrlelbi2GkvXuWeci6OMlLEYwU4FOqYT+st1njN8mGAZct6zjB0fY/dVw601TDJfXZS9Qnc31EvlnGIL6vbgY7zIPMxqZnK7bMVw2a65p+f8CkWSYk6YDN2OHRM58ynys8tasNCXrdiyMCzs5zlVlGjIh1P0sxIK2/Uo2g4fd9xHYW4/dVB5W5TznCcz+K8lmLYRUPcpzmUozmdNucnFqaUAGKG92z1UIBLxOy+/Nvd4ZA37YC0TiemupXuwtUU/+qU/ChqiWdqhA6K7BOzfW5zZXOObOUTl5vEbrZXGGaoJQ3W6BWCNp+1HFKsrGCis4lftSUgl3K5nT2mSVGErS45j2R9za1pHNM8d8kR+Jq3n0r4btCVSgYcVtAG5cq4X2qMku2JD6MCKs9v2Oibiw16xcHxjXxpf4JwvfDbJPjms5o7hr2RBFA9RJOMNUdPZd/Kh6ymwFBkayvHZdUomarJZSCmPfFs3gphtstw0cXyjIfpOMMt0uS9YvH72UBSvr2//rX33DSSSeddNJJfyg6ncUnnXTSSSed9Lek//Sffov3A4xqKTozWg9kDrzfo6F4b9HxNY2c2VgizLcL9sPzV7WIzRjWqvWGIzrchAFdvO/9SXyP/Wjs/YjwPxgdxPGW+WwEB3mGo5x8gvf3bBhswVG64hNhmNNSgHvo81hkYBbq3+gD9+DoHsgeIJGSnj3bdT8YCsaL7WifucCDbHw8/zg3vQOjt2AIuVyMYNBENF3jKPbrtRBfHuMJqR3H9HopAR4cmAab47PGANVUvMDJ+a4quOc+C4JjfQxLYz7t3VkWRCL08Cp4Qs1pTiVB7NaieDzzs1kWsqyVIngmaGxfrBFN9dqmDuCghMy3t+hwcRPKlluN577HrJDpuFnx5bUsyeHDWeamSu/rHaE/0zmd31fofaMb8eX6vQJnvhGDT0QG9myAltX7FPesT/IykUrzgDFI9jQ5V0WFni0yAsTgCoVARXDP8qIexnjJpws+Qbj2MSTBry6sA0R4bc2MxpHuSetBB+vLRSZVngdTlvVMA6D+mSnzJV21bYN06up9s6bo59+1DgrYmu9L+kQb8WVYTF+0MzuLS+nBYQG85jn2Dvf3ZzCMuyuee3buGI3VvnCkNAqgWvB5T46URk5mWfD1YsGgvgqIUVXmqxGyW5UDTVR4PGsVPO5HHYBXJu+RD7hT7YKoAzK8++TjtSXo6czEgj7XVnzfBXmsBno+PyiYT2rUJ/IKNJGjoxsE46/Geqj1iAAjCrpHFbi/5bU8Qqa+YMEnEuFeMYPbggNrDNIBeuX13ZLTd/LldrIMZRpjUOkCXejn3mNwUu8Dz8xnK/08gmz35nimg4DIRnOqEnVAa06lEtSMdYfH80PzRkF/Kx2Q1/zuRlmKYszn6T5L9eTn+5TW1jzXfPbnqYq95T1Raa/xBDW8Oj/IQodvW9wnZ31iPm/medi22OccOATMwA9ak5d4JhSZ83KU2dVavt7iGVR0Oo+Pa2t+W+X31XBNBHi2EYI/zKIeBAB1xeM4VjJlNrxv0U7VQnPaR6e6xZnvppWu5QAOgM8KS74UFDdGJ3m5XFnPfmaHf/Ct+qd0bR6Oog7I3wJqzKemIVio905nelVb8h1lu/WGZyr5oy4Ex62p7Mh/+Hd/gZNOOumkk076Q9HpLD7ppJNOOumkvwX95jfvVFtMVdGTUfP5HFRP8PGM4HamhkfPTqFGRpVHzuZxCwacycfGmHuqj1WK4ZkMUq0Nch61ZKz0amjJmN32TnXD9kcP9taZtRzHZW8N+85tj+3k7Nz9KdTn5zM6FVbZq60PutZHHGMz4ZqRoxPf23t0ZM4s1DTJVZDRJe+jp5qDM2MqmRPQE5TkrBt9MFoJZ4SNwdlXj0ena1RjFCt5+TV8QvN1fzS6bzb40EPhTN/Ho9G4rwz2OcDh+ew87tmRLpw5ve9j3c4DuSu16bnzWu5Ud5hhFnvj8XzcR0wKMw1Zf8AcpwyH2FuUdU11LIFZVy4bSB9JhqZxOz17dHLojkd8n4jQPX0M7t8z6S9ZrBFw2MNz72Hc5xrJd3WSofuI+mPCuee1zDr1+ezBqSzCbRqD5/355D5nZ2ofvLb256CM9YwE2js/e9/5Wn7nGIMc5Fle5rVBf9N6X+wjmfrgvuw7XwMQPKWr9+2LNZKzGHtb9K/ztYbY59YGj0EXrvNL64gDDtoLxjjcN1rMIpRBz1rRM62R1njMx+BxEUnjt5CNPjrNQ+Yb4LFD75RVm+drDB7P0TvpnCnH/fA3XrCoiY/qzbJuopqpXSlDvjUn3ZS3kdYG7Z17E3LuA9G533bWxa0p9tTnrHP2RyNHfttZfwEImZr7c0dPbWq7UU15AGGsng/BntZ3a2NR8zbK2vuj0z2tcdDDZPy89hA+V7UGGpf5vs9rj0fjddQ7nUFzHfjHg+/pnQOfBJFvf3Ze74NrhEsKhHg+90XdeV5v6nE8n4+d12Tj89FEBTgGELJczLWV+EYMEmsPnqfeGrXdJZ4TV+/bdx5jh8b39U46oPVBe+dEa4gBknlRtp11BxDnYfoLf8X5b8T63J9gxJ/0eDSSz468bl7/frjvft95bfWEsvD69+O19/eFDGHhxEacm8d7Qw4xMqSoxpd/uYf3PWlcRufzl5kEPXRf8PXO54WMZPH+9iQ56mOgJR1uFrOU31qnYOfenXSju4W6zG9vTxq7+X0XLqFskW/fp5P2eERvO3/fXSwGbb3vs0bUMUimtUZ7VCkWvoXvb+0lRge+B+t194L7ge+vfvOGt7c7rteYPX3SSSeddNJJvw86ncUnnXTSSSed9Legv//Hf4bLNaZbXi5OLi7VgW07wCE7O2rLZgS1qqrYDt+KK5jhy+YYCbZSVbEdELPcFHv6kL9eHcfsYGAaDrYDvK2p0Ef75WKU4QP0AGemOh0NzJcMDvKC1T7wZbvVZXO8J2u2ioRaXh/wtsdI98vFKWvMPfYPeGV7HdpwuRhlZbsZti3NqsUaWVs1ho4uiroxpPYRfrJWxT3zVcW1Zb4GO0DN1WKUdV6LoyXbglk0cNQFFHetTsbz4gbVQ7asK8tsUXJGuClwgHt11wBD+vGsCVWLcN8R/NFNiK9uitYTJJ9LWFvT+BXXw2UzMnYVF/QA5Sxk+LxeHCpRkGtVDERIZslQzptTtoYXwRbaPoARM8m2TfGwbJT7gMz+5GsdIYtk2xxyZ6NcKQvLeJLZe64/7kIym/PzazG8P6PszfFMMJnJgFmKUZZFcYT5AwCVjn6A5/ai0BTs4iYTCv5AIjEjeGZpZnhBx1bTenMJcJPmQo6+Wo0cDaXEWpkT/jLJQjWqwVxqhNnWBTRvrUbG0CkHfuBjfVmKo27Z0BrXmwjXA982X/TP0HuC9R496tmN4TXrZtSfnIm0bR+1Qg98xdGzbVRigMOEcbXEZ+iXxIbozKnVqOTBVg0jQaCbRfjhCbPNsNetMWxyzCzmIKf7fae1dL1tIUvSi8JSYmUxm5DZB8pnAXNFz/rZDS2t5ZKgQSfUa14jvG95NcghiWoGcDDc8tYSpHyNcKiygAopRUkHbJvGmBsRID/bDW3LMM0MEzt6zLorRRd8hZ3faMGxbUVRMmT+5uTs+F5e+UVeHTWv743Xt6om2VuskWrkIFcvQda9KEEIzz6nvTPDChdL7nhAi8Er65Oj83vCEUc+L7yPWJZZU2jSQyvZy5D1agJvGXrbXjoltvMRMlr5PFtc6UxYqicYXIGlM6gt3pczYQHOTC3F6Sy5XQpEUtY3Rih3Ye6oK76MGJEyN90tfEMA82xMkMgJwcGLoSbdXy+Okc/iGoPS5jkgj0ulc6JazBL2YriMCPO7XQp/M5iG4AUvhpH4anXs7Zf0pSEf6asb9hr7XDwGubopUHN5D0fb+Ex9dFKqKtWCd3fULcOpe5RZEaob7sWwXWI7L1cjJCdoPGe4G+oW+eZ3S86sR5C9KUOJ7+KMHHCocwzMDOhaWRbe3mI2bi4DbaaouX+Xgre39J074pnMbDUuFW9JOWUUEFXlcblu9B3vboFP5FVSJPAZOn1Xp+923WEln+0YWex/+vv/Ev/d/+P/gpNOOumkk076fdPpLD7ppJNOOumkvwX9yZ/8F87AoewaztaFDDIUzgycyPccPWQrCTjCu6XMnYExo5aPhtwi6Mlw3fugbJ7HPWYKeIK6nO/rFEE+s1c/Gc2M7hmpncBHZt4nnxpncvbRKXp7ZtgdjJw+DfxHw9LMxuIsmdBOFfSRYDEHeG5GNIh9IJuF94H5WmtRPr4bkUe8lDMOFlmhc1wO8G3g+q85iwsYGJ0qwf0q2dtbzJQT4f6NzrCAj95imqTLOmssXXumjM9h7OAdC5nd0YLTQhft5P5x1n52bAIf2UMrvqOs8zwALOutxWvTaYJgfB2DHTe9IWRnTLtXnMMp63l9c9YDUkZKH20xNyMa1AcAjQboMXhOV3qhtR4NpD9ak7kNaGFNmHM91pl5mHVMhpzljOS+amePNSNNDB25TQN95P6lWoymSycp8XWEazI4w2jKXm577s+Kj+d9Zn23wJezH/tibrL8f/j5RpCh1XpLTuwX/jJn9ub3La6hB+fwGKA9d3WtY1C69kiacMhA9pr0HvfclQ5YyZAgZv6Nztn3Y+QWzHV6vE87oyes9rKs07QzIsBK7xFygCyypBcZwnkcZmaxLPhynzNiRKzNOPkYVaLRmpi6/+j8GKMvxmqtx49LsC/mdC17c16//70al87jl/3hPx7PTnwhc7Mt+rcYY0WGTeZ60qu56RLvk8ZlAvpCrmyk+9pYyl5ugwFJhtoCiYHHZYx4npzPSGt7IQs2EAIwextozx5qFC/nBnENCgb6aGEv6wt0gcwHvM6kh3WSz6Afbc/XROO5YikLg9swnbCZL+v6RQmadP5p+wLpZbFuLKF+7DujEsz1l/qXatG3nc+8K93rHtu5Ql9aZex+OO6/840dbY/6pC3Ol0joMs8xsO8t1EBenWHGiNd67+j7CEFpbaH3BDHTu2PqmGPA59yj8kclf3OpzPP/9z43Pu8NMbqWa0zPDNr8Ps5IN5fgFN33xfsW69vdQlDfc98XOoDfp2boB0f+87nITl/KUJSPx2NfZMgv+iwa1lK/PwDEYJC2GGPz+L3z6B37cwa9fL6P+/xP/tH/djqLTzrppJNO+oPQ6Sw+6aSTTjrppL8F/bN/9h+pjtG+P1K0M0MC1sKQzL2PkKGygl6tJdb++uB7HiKSVzV+vSju+X3fQLWVsyXbTPGe3jcQ63TOi+njWDl71azRWD0f2UAm1E5zpbGafx8yksXo2aWA35f+lhU0duV6szmb213JAFfKIL6RoDtn1utIfDwPvY3wTtUPuOeR+LJB5Rmy2Vb1Gmc7Ga4wt2FvGt7nzuPyrjvNVyY1oTrDonyN+DTWrQV+IEOp3SpGNd7cOh6pnTOZ4mhwXsCdL+Y0oZ+/HLwrWchwpfgVsjBesIOH5ydj9qpW6KwlmCHJIzTolIWUEeOsT0QW8pjSId1lUb+N5+bF/f3fzLidqmCdlvSJaCdZUG00VtlRK4JQLxUAinfcsx54ZuRwzmpfre8sL2OAskNWfC1BivaVLFTmW+4Ri0y5XJu3tx7GfQXPvZIhgHVM3iS8rGr5NRr3udSO+oT7Z7Yv2wA5ylCne1byOEXhIP8qlGX+oz5n2p+Zj/eNZ3wdRh+0b6RbAEw4zRacCpydvhdb7vuhXunOAQClNOIbGKE/+87nhVX/AF6nuQDznIdc8xZ4psy1nIVqDnqfKfC8c9vDs1WoTW58Fvjg/nw/66qykOOXqyZced4zooLimVAW8AoE+v7mRRmLsjvvET05+jpDfT/3vtCXz+Bk3veGkSbHF2dHpDPE4wGe01SnFvg4bx2dNCDyxblNhOdr/ofPf13tEfNaznmOjKqsA8wXspBgoAUse/4D+c9IPPmeUnlOgXg8zvvy5OP3WXJSts5wvav3WY+BVfve+QzojecGER74+WixdAiA8uR2qkS5Ws2vr95nnmSI+ezOskBy9Vw4Ed/5fe6+1IWxUQ+qZ+vFqO40gDAXYzywE9KK4XHPei9mmPbeaY+YGclZ/ieU/fd37zt6RhxoLAvFNZT5ee6NvtV8dzob55JBz2dDBhe3p9HZvyrPKaEnLPYkVZah7As33Wk/8JRNDTSMhLogKlSnvJjh8b7QJ8dy6n1wvXHneuOazsat8T5ii7rhIrGET2sNLSGf/M//5F9zG0866aSTTjrp90Cns/ikk0466aST/hb0m9/c4R7hPVvv8IM19Hr1RV3jafQ4Uh89QJpeLo63b+nDFwKx+EHZeg8Qi5fN8f6W+QbBX44xwofuthk5gVWFoNN6R4BFq1UJxsyrwZ75jdNB9kHTkBHft1WG/AQG1D/5zAQjQRBuF+fsHkgY44/awEe6bAUtGxdEA99HRm2EuC54T45uFYV5zCrBmNH2n3xOY2ymKJ6gsdFQDtDD22Z4f4ttL0UJhldlQMtxbgzv2VDiQrKnKvDDo0oxPHN0fBlQcgoJ3I8OIK4NXKri+UzwcTJCG3LdtNl2wZ6MJ/N9RwMxCHJ6ws1mZ2Pss2Bm12Q43beR1qkJvMSxEonZshPuPPKZ8/oW9LTeFPcMHe0Dlk7nGv0O0zmRxkoNYf4AwCxmTa4cQO4drmmexYJzOPfj41q+7iYYtN7Yqb0nWTdT2AGqUAQYGSa9OPaSAwA06F4AaKMHR1RdQMSasfyLJIjkiwGPBF24WjcpMGfCkrJxO8tQDhSoNRs9P/qX+aYu/6BSBPeI6Ag1hKyn2QZwpnZap+5KfBOGOjuns+PB8bTssDY0PzrnZOGwUDwLvy/rgZHWaS2Ktuf+Gdw5g+lo/a3FkXG2ixqa50CWOFZbNeJz0wlHeqA8p6UaGeb3vZOzuG41wVAbqDyEazgbzOfHYJ5ZQzI+20zDngvMQDXkgIMc7GUCX/Ad534FJ+1qKMoO+WwEz7DQrvw+LwZPZ4js3PFi8JUDbed9KsItO8HiWilwz3tz3Je8GJVrUGdZ8ARda6YsQ8p8ZYvQtWZK622OVT7/WAi+WsHTm8ZMNmDKEGcoJr2nQjJU6mKdoge4cTOEvRqY5xjOUIzrdKWfV1DweU4nX4YHVnhJ/amGdthfzASa9boblHRhdGiJKIz2MqM9KUNam2kIfgFe+iu1c7t4OB/Ms/gv72XzPHI4j8tEOQhlDxZjdblwuZese1VY9motXHtbeji0qArSURWXzTD2rEOjo9tVQpkaYOrxZ8nfUyVB6zvcE7xzKXh4cgTXNKeLtVUWZ526FTzC3PBZxJyvbZeK++GsKCrh+2C2nfku14q3wzfdDPaKMOUTdTrLUMH4lr5JFAHZQWTQ3rJdy+J7SoO6F1F4gse+1EoIVlIkBDUJQO+rW2EHebUUpDVgltdWgSe+WkrYTxU8nl6MnrVdSnToDoGl8XQVcg5frxXvB1jt1jowIvy3QOl919uGt2+Pwz2AWixL8+d//lc46aSTTjrppD8Enc7ik0466aSTTvpb0Lf3HXYweLsK9lTHT5WdBX2MYJifRsnsiGBDUEcnR2aurbkyII2eHAivJh4/hm3hwAYGyqHts+4kUEL9PyODowCBb/pNexiH4lxXTzS+b7KOUJ/YXcj4LCI/4MtjHHunJqHW8nzWr+BTRUkOEoweHHaqCsk1HU3QF8634CxeOKdn/VnOljqOC8aYBttjrVcXlJwWKnlupgm+HIyVxQXZaCwYKMmQNsYIxi534WwNDDKIASMYK92iMROYc5oNmoIRjHlmWMgQyPAqMoLs6SLL1lynI+VAqlwbOwdPqLHsKeIYDwygC46sZkBJRngZPMZAD89aOW8l6ZPZ9mhMdBNgLHRMbruO1/x/vE+olu3H9dAGicEgtoCwlxWfxsABVSBLui3GmHSMAJbmdM5fXt9COk0l1dpTJeO25HWDmZ0bah0v6kRnfQJMO/pRh7orOVNFeliTAKDowbFhqiiWjboI8zfvG0CJ7cwrctU/0aibVAVd4/tUkh7CxxjHdZMzJPPaAj7W0hFyevB6U2U+/ajv+km975AD3qyZTAcuvS/yjdFDQNZ0dORgFx5jUQl1yk0BpHZyINRsl6UAGA404WsqIL6sQ5GCcmY7Ec4sIoCM2E5AyBEmugicQX72Qp8s5KOndTN1fZobkZfj/JNy3WsVlgVZyJWoxmAJU5Sa15ugpPqaqh2q0bFevBBfHis1C0aW7Hh8NX7hbBT0sN4A1ayIFEbyrwiPkjkOwWEhgkJBYuzwzHMzZAR5mU3gecZIe/hqThU0pyIRzlwW8z7fl8ZKI2S3CO/7qoMDdSQ6y6BCjpy5l3FQ07FctfxA7+V2ugtGWl9SkjNJ+VkziDBnvg7Ycd2AdbY6r4m8blZtVxX4IvgwOggXfLbQx5agjRd8Jiv9b1CNzttVO/la3M/mnpv1iZKuL0VjJJ7IDIo8egQX+00pTpmvIhKdt8Ky7q5o1OdOepR06OL8U1RCG+a+n2RdhRyz0yEf0Qvy2REQujZrRX++cJ79076hIN1k6VtijEF6AeCxymM+2yRxbhZyVYpGhA0BrAhUjnpVUFJd7VIXNeTNQtvn93BaI660bkrV+F0+Ou3DtpBjS9Dsb9/ecdJJJ5100kl/CDqdxSeddNJJJ530N6Tf/OYdf/GX8WPuenW8vWU4WOAtZR5mQ8O2GWUZAgjR5PNZCc66GkGxighlMn+044NmBmhy5EjBt9T2+wPBUbrKFlRV6vPz2QL82Qr2VG+F+tf2QZBo0/L5yXu9FsqcHgMLWOOG44f+5eJ4v5OFh+bme4NfNLP+cqYS9/nt0UJWYymKnjNqVfGW5lkfjWHL95gVqqp4z1moD4QMKhFQ1pPIYowbwztnkpsQX+9YymiwpVycx3OAxuqjvR+0kn8By//H8z6oFCXYQBHmewcCLKe7EtTraoz3lusacxaeqNL7nh6hy2dQx2puYkZ+74txUCC7T9+zjukguHgAwXm1yoAeYz3GRwddrUYw+rMNK1jQT3JX9JzhJ0JtgIIyxFqGujQJGTkfdJRjkVifcl5jOd4bwxiTK0dAsjC6U/bvvPVoQAXeM0Q/fC3HB2p9hGyY2XaWj1mc9/PPUgz3xAcB8QlGCOgxW+h/FeKbBuKfh0DXBd+PYIxj/0CQjr33kLH1vUOJSPZGoXGfsJmHuekjZG0CgC70Y15rc49lCEmam0SrPXZFX397p5ID+XygInj7lubGo/NZBIRxPXVoTD0vbTU3PMakm8ZYrkEJjgCe04GC9+VYHWBVG8+NLOQ404SO5ozTzKdi4fwz5T/NqbKuMJuQr8d7sm5ayUKtfaErOGiF9f/AnWQ0BTOAdRN+cO2YBtf74LX1Qzk+wpR3gm/XBV+WIH82QnVQFZKFnJG/1DHCfHl9zYCUfKZlvlIUj3wmyvVRAVpvI2fsfm/v4Z4xeH/DQo8nam0sIIuF1u78D5//+twb9lQyYqXHc6a5PXYKgFzxzcDM4xgLxvhl+S8L6HJKdV/wbdvA/f7zYzW/p+I9l0vB29s9vi7JQu/APcus1F8n/3lvVqO5mQGIB8jn5/6DPTbymRnaAebjfn8u60nzGHuAO35LyEOzf4K3b3Fc6mZ4T2OsGXlqjJD1CgCXS8X7e5bHEdRaHx331L/rtVIb8j7V9k4ISLcvG7Uh0/PZqESEftlIFtQkjPHj8aQyI2pCfF4U+0GO3985GHbuN5FvS5nnq7kBQLrpci1B/t/e7nh7u+N63dYPOOmkk0466aS/IzqdxSeddNJJJ530N6S//w//bJEtpXTt+RzAIXOiuOKZDBm1ODmJGD5V0TJsczEyAGZDm4ig9xaMTNvm9LEMgNK/WovZSpeLs5FQOKOptxZ9iJvjPX/AC8NK9t4CzGqt9qp9fICQNCDD+HWM0D93JXjiUhz3RzQ+jD6C09JMkYelVsfzmfhGdHZ+wKwe37i54S3N15CBXAeup2dtlaEuwYm+SL5O1Op4f2enNuX09tjOFQTuzDjP7eyh7dPhmuEUZfG+2L/pDGFI2izHI07pS47jfM22s3M6G6O6xDbMLIIMOQ0IJzzQ++4JftwW8JBzuj7HprjhkQ3nIjSn44P5RasxNlWIkDeJxrgPCcOgbhjCzoKcjAjEa8UVz+RYwegU8TLSGHtR3PNi0jHXQLwUloSroctCjlOG6RBADlm1pRjGnR0RiY2yiOeaZ+e0IDseosNVVPJSnnxZFgR07QOh4YPcDM88LgJIEuQxmT/brixDIkJ82VngheVKJec3zXHvB5lZ1SFVZRlSE8hheWV40Y9r+X0uih1HByjDV5vyeM6s2oz0AFpLSY2/smp/3qFrwjpUVxDMHvdsU0XLDot8OACgxYGjs9gMe3LIDO3oCZq6mGMER77SvjGU91hVBQ5OjdUYi7Acu2lGZkdC+n5ls8Z7THUho4gwtZaUBwBVgySFrG7ReaWOvMBFK7e9eISpVYPkDHkrEONyGsetSnURAKCMiqFuAUp/9jcri0F8XoyC5TpSdn2qh/zRrrDgMOUoZoUKnT10gczhxk5Ykv+F3inVQl3VlQytdIWXuBev+FZyxZD1AiDJmvC+4V7wTtgVI6yBMRhNQ9TQR9pfCoJjbx+83sSU9rxC+/qgPq9QU2pNAUsDtE8pLyVsWyFHd94jBOv3vR3GeB6t0vzkTG181FJOzvYkMgODZWFxnlMdyc+8WDdudG0rFuUYA5Jhhd1gScfMsjoHecSci9A//yjz8UmXSyH4b9ILqtzOzfHtEJjQX+fXEITTOVC4pHYC857jXc99x572hIs6fUfCDM/j+fTe0Ql5x0iwfItQ0b2PGD2BmWmc4e9r8RB41FNZgtkkHqvLNQYe9ddHQvgWU9BB/nKt+Pb1M7C7f3wDHRgHQPJxuW74Suf2mG0/v98yrHbF4xEDyd0tBN5NmV59o8Y5/Qf/7z/B//A//t9w0kknnXTSSb9POp3FJ5100kknnfQ3pH/+L/4cl2uEJFQVXMO1+WF5hJsqReGprpN55ptZErfDNXfBnmr4mSnxQTqu188t3k2wJ4jrWhVjZMhFCXxmgpYMBnVTCHKfNbRTVDCS86XWCNEJTPiu2+1QV0ym4+hIXpRqUbrH940Xs18+2z5r3LHxLY+VyoBaGuOWDUo8xm7A9RohTnuCnC6uwCX2x3Q63D/fzzZkL4oLMlTdNEZ9kAAvmL9DfeLCc2M6I/s/aVqijvC2tXCt0pVciSDAx82sk+wwYT5TDTCcnjKJgAkBTXNjcU2ogus3rt5nUT5m4+OftShUEx896yPb4hDoUXRh1GK5wthRyue14oJkL1v3WSNc/Co70VxJ75hrgOebzuL4PnfD7Zrq+JlCb58NEwjSkkcphuui7Ud5nLwI41xcIVs2lgouW2zD6B1yaHtxrpFpprjeIl8fA7Ue1y7XFiyuSf7nfIUSAK5oLcFFmuFyiXzuLI8jw8y7hPX98b4j3/QzJsNvUWDkOWW5anusl12K4iLZCYugx+c7R9D37hogM2efeYwzDKjbCmbViM8swlgua6i64pLlsWgw4K7gq90N12u8VlyBvH9icQ/NDbdhpBIAUx/nuZHF3o8QBGPGuuLr15RhBeB6KbEchClaWcxN3oNcprP0+/sFvWc+oXVa8j4hIHj6YoqR5d8U13RtDJZHlmPBNesKiWUA3BVyTdCrxXBJGVWqil7iGFsq8u5mlImV64eqCrxm6FfD7RYFa8pxhFPPjiMrisvt5+UYmFnzRwhhd8PllvWHkVxNKPXjHsQOcq+Gi+Q1qGEPcFeopna6LfYgQzks1hXsrxelvcRd0A5zsfBpw8xIhkrRMC4AwyZP+c987CAco4exmf3L7eRn9bFH5B1jneaF9aO5hBrMZsp1ThfvW2XsumXdJKTH3Z3OasMljRV/S9Ri5Jidei7ug1kX1mo0h3MviUEql7R23QWXa4a0lhAsY6a43JJOK3xNVdATusUln6tNeL5cEvICnyvceU5LjfXhBUDzCH9sbrjeoo6p1cM5BgDV05h7LPPlkih5rNyNdKi5Ycv7mSPIlRlQ8/pezXNxQrdALtnghuuXPFYRpULwOosGuXJcv8QJK+m8KgAK1S5P34cAylZCXfTZsBi3qG7EV0sFbpFNLH5PuCokzU2p/CxLa1dN6B7P37bggCWo4CKeypgYbqkN/8s//Vens/ikk0466aTfO53O4pNOOumkk076G9L/53/+j/iaoOruGe5NBXvy2ny5Fea7czbHzBD+/Li83Qq+fU1wh1sjaOWerPITGjtBCo/xA2jUzw/XbTPcn9lU5Hj79vOQqksIOji+fssZA0iGNsFIzsAvXyqP1bMHR/A0SkYjze3GUL2tDdx/AX75enG8pfEcPxiro8liwijzWDEkIYIxc+UM/HKLmQYf7zpmjKsKZwcs5GoGGGSoxkF8+X176z+AnP7s9XUJazyWkNMkV+nZNzi+/ZJcLbIabwD1OdcyXMFaAqB53neWq5w5ers6Qby3JgwFnDIDLxee0x+twaNcrbK+JzwrZ54Hg7ErQUcLGFrzYQuYeZIPUNvdNchVbjcwHZ0ZLnJrjKAw6fPa5eK4J76lDiMEAG7nuLJsz/8QM+RzLVlBWcL+EiQ5JbMyX60rOOI4xtcr822NIaZTDM6Uq7cMF+l4X8GXhjY5Qwp/4f1ltjTJVYbWBPDta4bW/GVoWaASX60aoDXXtBirjeUqv61fnGBIL50z7jLjXIMZWaJQ2zPzr4Wh/u1fv5OhPkOoAsC3rwyRyftsbs5YjtWT1mDcP3svBAfbrwX3X4BTr7sTnO51lB/AiSa5SvJxE6G1m+ttLuVKKr6l93kxgitdIG8TLGjdlKBX9yfL0LcEs3q91jWEcHi245nLYtxAbc/OYvcde5oGEcG31E5zozMDiZWA5mZCyDOc85EGKt4T37b5AkIe4czQO0OZX66LNZhotQ/ebjzPmZ6ueOz5PLziGyEDU1Uo2BCo+LrQVzlzcyFWNMbzDJT7HE+xvQ+Sx+v1l6HZ92fDI5/bfzhWB7l6rPRVJdk2xWINxmffhPVVqYbnoozDkfoC/nhb7FUjeWF76zQu11sh+ONcCmd/Ntpjb6jU9kyPe1ucGYT4TGMGuaoQchHAYzUzyDNUejozAPj6NWavbhfHPemBvJ22Vul88OXGug+CEOz03BtGS2MlG7U9y7/fdzyTwvryhfnMNKBdqT4oGPULOOCqLMYqH8zGAMnxLMuS9vXU9tYrIWJNvfPz8vHcG5UVuX258FhJrJl9v++ERvJP//Gf/uy7TjrppJNOOunvgk5n8UknnXTSSSf9Dek//sevdC3bWrZqeL6zo5b4Wo9ZeZUdBfJC2TvSI1kC3LkerS2gsR+PHiFqVdB7jCQ3d0gyjOYapCuazuJ4bRots0G6h2ulON5beh+AkbJophHvyMc1hQWKnhx2z72nuoWL2njGqWz7s4VrH9luefxGggnd97Z0Uh4htM3Y6dZ7ZxjlZEAoRdFSVqMoQpT6fFaE3iuF5UOUs6BaG+GaLYxcqoqRTEN7i02fY5UyxkyBNFa/gAQ72+AaajQDDPkIgNrprngko5OoEQzjzAyPmQ29rcYq9mfecshaE7BciRFU41I2UqvUDFkYxhBQmv6L99j2bMwcY1C2cZqGuSbISM40M7giX84Why6Mb22EuV5ljsoCc30F2UcQxqp0D7dgtj3Asyrr5D4Gw/lHNTDXVb5nAUPa+iCnDc394Kz5fR/kHM46bUB5ABf7S6apJrgNK6k6kqngF9yTr0cx/GwOYpqSno26MR1xQiSzcuAuDw6CSb1hYPHvjU1/816yGmOGbk5vXxUR/sHUhPESdmpgdPTceolOk9VaGtIZFld5HGSCy0bexbpc6Vvux2pcuA2xFMGC74fP+q+nnPD3ekGgsbio5tAEN+sZFt2MXiCmvzBSU3XQPcrIDmYS9MAYQCpjDDGGUHVTPI9yNBYyCr5mJuSMRpIPWcGpq4JSKROttjxVTkGWtOTW5yi+ZAneecUnMqDGaB09+N0GRPN66wRdXgrrtUmf8sB66WNfz47THsYnn6UAnmOA95O2OD8KBi3oGUDx2fbW+novyeepomj7p5NtymbS470hN8IEuC+DWz77tN/3xZlrsQekYWitL+Dveay8xHIIubQKsNYxNTm6cxuBtf7wBIXdvi/6z/tmgGwaK1eMR57ECH9MwaKYmef3tEMXi9+lrQ3kghOqhryzb5vFfrbOfFDaN2bQyOez5nrMyAF8hi1bwX5wwvbOB5K2WEvz+y99cKYyOntvdGC06kAKAjON8jGd3Pk7y+haDoSY/87nj9yIutUQGPncO623P/vTP8dJJ5100kkn/b7pdBafdNJJJ5100t+UxsCX2xGKWJFLzdbK9ZpcFfrlANEpnM1Xq6F4hkYVfDnCgAk72Yor7o8MEyr48tMBiuzl0NgkwpJmA+G2MVSvyggwpBPqLbddIQkSURW4HeG2Fs6DrWqAfPx4/u3LAQYS2Ww5jQVe2Jn65Rb7nIu5lcKOWnfDLcOVyZjQj9/v4fqbpRoZ8kxf0Kcv0oVzulaFajyOFVeoRDjHLB9lAR1dCuI8Y2CkmtOlKB4lGZOqAYjzhQQJ5wtHbS0KCEOSH8dq5WSuxQhKzk3COlmuiWILGEGJcLqvzOmjhJRFtuIc9wQdjZydK+gJnrhUxZfsUNCOXg99dkF7pjp4LsBPEV5uwnpnGNksH05rohSZ9eMOfc4Z0KUaPMmHF8WXA+zpnGGGkaV5TnCEH22PsJ2cyVyK4XZLxkURlPp533Qyx2dvRWmeNcHBTkWQjN8u+JIhcA34EuAAB1pv1GdPzp5iioy9bR7laqX7SlF8IZh+QQ995gwuL4brF267H9GCRTBGlgWDJgeGG6+TbIz2xRqs1Qg2eaSitKXYhNg9Pqvaus8JkjmXQijV8GVkiEdFq8fsIqV9Yspj1gMa1sTKcTphazM0JNdhHH0nnamW4TAto1rCDNTnPFY5MxEAfvpvtpCNq8o1tEtVlm3XcEZYuKZR3CC3vE8YQZBjjBBo5NXI2VI2g8gKTvr4bEVCLJ4w9gRvrsEhbqaUpV+K4fYlXnP3sObWOpP3s1IiDDWAV431zz7WYlGv4uP8Fq/17kFm3DSjeM+SENkxu+hz21jf5zrN87xxCFZTJcdHqY4veb6KUWZeprnmE/RqMSr9QbDQbi+nSX5WKmeh0UFspuFM9MGX5yuflUx1OkET38jz7ILnER0Egg7W0befGGI9lzDoraVAOycI8loMnq1pCX/bjNdSrU7BTqIxSERNQ7kQYOrMK7jtx/NohngH5nq+jgyVa9hLqo89Yu1YL4bblwxjL+Rsf7358GyGv6/VyHGuogma2mgeajVI7nM6g4sKnVNKdXz5KesBIzSGWi3pAYf8lNdEwbMwMkw8Dxi+EIyxE8Q6RMM4mClueQ1WpzWuymgduSRErQZk2fYSznQCYGyxHvC2OTZ6luN52IfmkWukvdFI79RqKJWz7Y/L110hf7Q666Zzn0jIqDYVmF0Sn0EkXrOEFiPC8jHHKsFjFyP0orFxn/FTLFewRABCOiMXw41gvAv3WTUEDq6Cy0866aSTTjrp75pOZ/FJJ5100kkn/Q3oN3/1hv/8X76Fa5eL4P09fthdr4b3BE8sh38CHwau+PzeOt7eGe7zmFmWjQfzfYqvX+NHqyoCvJfIRz3TduAzvL3F9z13xb5AvDt+2m6bEPxy2yVBY8//Ho3KoGf3rgzLmyzgakoZeLcvHd++JeeLxmj6VULS7eY0xrU8kYPUM10Wfb5cGt7Ts1Sjwbg4kJEw+2jUhpyf48rZsterUp8zrDcgkJ7bqQSj7I/2i9Cv26YEd94W1z57MGmZZX7tJGtzmBIUa2r7uDZ8e1v1+WebjutQGuPnc6c1B8QghMtFc+IBLo3XeHbRlCp4ZgjBixB8+wCCJX3lGBuj0/tmFvvRIM507SxX2bn5mVX2KZTbpgTVvu87HjnLJVEpwPMZWzLXxM/zzflLzrqr4v096TAsskoIbt/wNcEouyEZ8QaN8eVqeP8W37dtivtCto92320TPBPcZ7/aD2DYP2nWFcxdMYKtXTk8Gb7aCWa4OKhd+THXi+Et9Xlviz4nxlpZPq69LeDUYxb7EkL+C0OjzuCSw5pYjMHtS8Xb16TDqmJP7cqlCa5X+wF8dYbST0FMm5Ih+NqdYTsR/c5mPM+r1OK//qtvFDyQnSr9i+PttxlaWXhdJmVwuxitpZn5tcq4PDoPFM80npdeln0ObXJQAMXtS8O3NF8zczRrrvj3bXTaq2rZGWI3Ob6vzfCW+nzZFI/VXnVwdOyVA1565/EDItKHmRL067gaBQZkZ/HLO5je1/H+xtmrIZBPhQLTLq3R2t02w/4Lent/KumK7eq4/5IOM0FrOciCx0pEw1itco9vnUs7ZDlaBUJcr463hNqzVfvFUiO1Kt4fGepYl4Ec0en7pPP2uBrDQqfGCpSCOvut03nADBSEmJVfu3a8p7HaLor7+8/zTXjitCZuFe+rEg0H8mrY04H49qXg29f47QPJ6BmMQnT7suHbbxP0sHNAQw5Yar1RuZNtY+dclpD6dCofcLkUvKW1mtPd786678uXjq9//fP782fpoE+6famLM4mQnsn6/not+JbkqlQjmPe8N+6b4T3Bm1+uIJlR9cD73BuE4AQG3nJ5ldf1D1ohf/RRSK7MBO155APayDDbHW9fGRI/wznn9+1bJf17uRZalxlJ6F74THK9VYJBFyCgYIgJZZaPBcS0mZJsZ6CD662RHqibhb3qt799x7dv77jdUqHuk0466aSTTvo7pBUo00knnXTSSSed9Av09/7+v6VrphyDlR1l0x77AZc6f6WWw18fTmGBSPwBE87243fZ6qyrevxBoYrwa32E58xI/fg+ezk2j7/8oWuWAcdiZuQHzYDuz6d/ZPEdn10rZ3VOO6rG34h/b8VTywUYnPmY0bLLMjuS3WzZgcgZehOem963Kk2cWMuyz/z8bOrM2QOT+AiXx68UQxYGdYeohl/vcW5WfXZjmZltT/MFD3+v5CPDUgMf5qdj2xfzLDwOnI2mxKbKfAypzbK95Gs8NvmFbotYzKEQWPi9Gvf9N7PT49yo+XRoHH/pjTkTB8ABKu+4TtKVRVdyFvNrJBbXMh/PV86QW1HO9gPw4ovPymtiJaMiyupDZDplXr+cDQeAsyzn1WV7e//8HaHHf4kvtH3RBlm2IfEt+rxqe3aSrkjUSDx+Tdtz5uB8GLeLXFSLe1YriWCOfyWfkONxRYt18mvYlny/zCjCuuiHv+PbFvCpGf7zR9cy5RIO8/m/5vN/pVP+ZmO8upZ163o8F9cUmDvk8Rdp1efVuofNDNbP36ee+PipFdpD8bo3/iz8zCugHn5mFnWRAHO//PyJFN6/3CaG78dPAGCk85oi/2+5DyGLHQujLfT2nJ+8H6c/1ZAV8Cw58fnrC1kYi7m31PaVy3sJab3cv9L7FrrC3Gib/V7V4HP7JFrJVXWHQL//1o3gNhwRWX7Y9oUffPXdsSwrkigjSwB4ZU5/rq2+75jBZMdfxyds/PxlFKRVAN9YTFhZnG0pSLCzlLrzeVQg4e/V+9R4PvL5OgejAuszaz7PrxJAV/O1+g7IlOsTAzO7WUTDT02DympjQNTDr9QCu2zht90KymbffyKYkXWHn1hBXs/bVl7j/BrtMfeh4/9kaLhHINi2Gto51YeG32iZS1DLAv0n7V/74uPLFt8rntYX1+de70N1S/O8kI8VLPm2rZCLEFq1PweyFJdS6do//Hv/kp510kknnXTSSX+XdGYWn3TSSSeddNLfgP75//qfcbsleDZXugZER0AtRjCv28t5eyTV6ARyU+wZtrkY1eITHbgdoIhNleoaX6rBLUERu+HLAXZ1IunFVq2i+UtR3G75ODFQ6ydvccUz1dfaqpH1zTQ6q9wEezKabNUgBEWsuB3gMVdZqVs1PJJTrRTDLRsHBoKhrRYev1oEI82zyUA/OKSLK8GHbVWRiw2aKcw/3zezSzOfQy2Pu4S2T8NNbidDqpUM3TiA3vfg2JtZgPysbCKZMHiff6+gzOtmZPMvFqG3VYQyK7bKULqlKG5f4rUxIqRwrVyTuVTFLcHkCqL4FTc8k8Gnbgz36RqhZdfwmApJ73PT0M6ZlcKwmgTRWRhyV0YLBrOygAifENCx7TkL2xc1mWvh+TKToIvWsPkO1dwGTcY3YVmohpKgMCes4M9n3rgZnikSx8tC/w6g+BHyUfBMiUXb5mTo9aJBz6zKcdaNZXS2Pd7Xew8OugnzutBF1wzdPwi6cU/ruRbFuGb4akE7GMBVWY/WzTB6hheNMLKrzOb6CmgIfHVRn3X04BApxfDMfa6OW2LMunvqlLyeHZfEV4rCn8f5EvTG+1eGMy1Vc2LqnK+gU4zgZ0s1jBF1uVtuu6EljPWcSQ0AP/10DdlTaopG82zo19x2g/kRanMxX5uTAbxuhQI5pl87zhfDwTrt2ZpqD9sP5yu2IdeWVRVy/pXquCWF4dXgmrLrDsF0H21fQazntWpFw3iZczmLuhmQyhVknW8q5CwrRfDTT7GdZhbW7w/nK8nathWUJA+KeK4sxVA0r3GncVjNV/bH1PoR+INwX4DCXuoG5puw4Z+yPdE0OsG8S0R1nbKd/XOKIH++KEtREqQwwDpFTcK6Aeb6uiWodDMJ51YRwUjBfbUYkPhqLaF+KTDhpY+O41JZRsumfJ6X6PR0Z0jreZZmiPqwvkyxez4LKi5U1iBmW84SKFE3eDVceurzxuUyAN4DclDUdinwxJfRgzLc/nxfQQ7v8ww9rEDN81UNoNIHztmrrZGMZij9uhUqMaSS9oDFN8Z2KXRGUJcwX/PMlfvsyNmxpVj8thKgw8PYzHbmb04n9JtcemaeISM89rbZLNFxIDGJ8PquBG1fN0MO+TOL5xlVgWoeYy5V4cVDjWLBCxL8OF/VcfuS2+Ch3MN8ZwxOKMUgt8xXaM1Zyg63j2CjA22XQkEb7h6+oUUmKk/45qyGkeCq/+k//v/hf/gf/1ucdNJJJ5100u+LTmfxSSeddNJJJ/0N6F/8iz8nSMunxwxTc6A3xRHmVX8aeEvwwb11PA4IVgMANNbDut2YD9cero2P/x2seJcLQ/6qgGBD748dxzKJK8hk00pQqe3JjqpMemNIsDE63g9Qhx+lMY99vlyVoZ1lUNuzE6xWhuc0BbVh3/cwX2pAKhUJ/anQPPduAfbvw78c3GI3hv0TgGATp9fyk3O7dNwjmtlrvuKzns8IcTrbno0xwLf0vrJ3cqaO1Gn5YgwrO3pow/ho/GGYL1cjCE1VEMzaI41zqUJwmZMvzdemeB7umyieAwG+WhgGePQoR+P1z2BsvA6CLl2tkwmLezTEMbypSMG3b9lR0IITxQ0ERag6iK+1jvsjtytBHd4KvqWxui5g+DJdLoZHllGt9KwJj3k0IjLktKpQ2+c6PDxbOKHqy2KM0XuYizE44/R6HeR4u92c2i5jkG7IkIyiQmPle4RyXjmL1TbSh70XPA5O7NFBzsjbKLQubxj4lp6FMYJS2aoRZLJoJb4Jc3mUNaVACJUNb29R0bTmC2jPFKggvAcMLPR7j6FGE06d9XZ+Vtbl03mR2m7Mtz+jk3I6WVLbFdTnPhzv74f5eiXLRRuvE58s9kJNzqxaDY9c/3CRffbt2wOPg+HeDdhzWYDFfPVecb9n5zNnRmXYVRFeAwBC5vClMzy3KpaydnQiFlc8UmCYmBBfrvGYtsFXO3nPvo6Ct/d8lgDkYKi/9o63e5aZSrCu/hT0oMvbK9Prk8yEIFW9RPh5NaA98h7g9L7LxmuA5GHRZzXWTwoExbJ1I2hxNRCkqhcJfXQX7C3rcuBb2rO3S4Son85izrbMfNcb7+M5qO3SLaxBAPiiC4h6R6hvX4qG+sQA8JMI7QE5gGyWZWFI4W9pfW1bhCyWj6YflMMYldaXCsu7jHhu2JrRvv6TsU5xk3C+dpPgEAXmul21/X6sgy6TL6MDvL2nw6YU1u89Bqf11nFPh1QVIf1kKgFWe5a1yTKq1PZa4z60BDRYzNf1UkN/BDOY8KgS+xjU5y9XwXvW74jn6f3Z8Hhmfah4+xb5cs1bvXPg6mof2jbH+1GOXrGfR+f6wMB73nPssoBB7zhGOfbeaZ2oKstaKlPyeHBGutqFxv2yGd7TfPU2YqClbDxf1xquCWa273Hv7a3jnubr9hOPu5qEAIP9uZMzXPVKfHMf+rzvboKexkpESY+uYK7H6HG+xqCyDbcvire39/j8FALQWgltAoA/+Wf/BieddNJJJ530+6TTWXzSSSeddNJJfwP603/9l5RNxRDGHqLFAaA3zqB5e48fme4zcyXcJoaRvBWPe3ShiHzUezxmCDvGiB+6z2fnWlfZh2mOkTrUWidYtVwfrhQlQ/foDMf2uLfQho/MomOzVIyyLx/PQW1v2cGrBuR6WI35Ho8YjW7KmWCjM/zg4xHnRnVmxsb5EnJwPfe2yMD7gBr7YHMM5FpemWnO19GG5mZ4pBv7Aurwuce2mwlBdmNwpuBjJ4BYGs9p9Mj1bjvx7eSPUnQkJ2kH8m3j0XHstSln249hGInzued1Mg23ySRE7Wz7ILn9jrD+/YVCcId9X62v7PyJQSTAdGrna/seBXCV0TWiv/x7GxbCRr6kPDt76/SsFm2PoBQvrOHUc73WmZmVISaFICsf+xpiNPANWeiBQX3OumEMJcQEloW5vuLzhcaqj4GMSLi3TgEneQH33jHSPfs+ltCdx7iA3rnPvTPfs0dd1wB6X+8rPcrXMq363BqvEyBORV/MV+88z9zOhbwv9pNPaPBJc51kGe2UEb8aByC+c7Yhyy3z9RadzH3RzhXlfXWHEAxp77z3jsU1Wt+D2zlG1tIvsMujzCxkob8c6fna8b59wTfyxo7XHB6urcSu9U7y0bF2uB871Bo/cI5TWvfp71x2Az9614i4FLTe8XIMUnkMB8BO+tCGxWa/bEPKWMt1on/Il9o+nUFpHJYyG6Nl5rPjxpB17Q8pbWL74mzRV9sXNCyo/dmB5LDOaALzfbHtKz07973kGENg+2xPaPtOB5Xegawk1Sys6eeTO9gXciuprvW+D5rY1nbqlGAEZ+fHv43Qhh0jT3YbGOmApiqh/vCjPxf6l/cAMQ3n9+ejk9y2xuOgqmEjmE2Oq/X5pA16TnPWKRLb8HjsdL5h6ZttP367tQe/r7UWa5ADUHH0/vOy9nzs9F2jlvbH17I8aurn44HVqsjwN+4W9MHz0Qiav3c+o6oaxuG7aVVa5/lsfDZTD0pwtljCenrcF/OFdamjdpC/+/sDLY975+8od8P90GAOegP21rjPFvu82gMeDw66NDNg5KBKD/r7/r6zDl4oZd9iXeb7K8LyGMz6p//bfyC+k0466aSTTvq7pNNZfNJJJ5100kl/AxoDuF4+t9EJgRY/BC8Xh0nOMFRcLwe4TBGGe74w3LOb4nZ4H2R+8Jd6hLZTPHMm6aZoCW501mNLENfJmXW5MEyem+ByaMOHkzS0fTPKqHVXXK+pBt3oqIe2zyysDF+puCaoT9VYu3MFU3rZnPKrchuW0MebE9yoF8H1crgo0wCUYUpztsfsW4acNhxL8bkrZZdul2xgfsE0Hnq0gtm+bEa1Lt0ElxplpiWI1VIVjxjoPse9x7aLSoAL9KKUDbxtRvUAvUQjVc4AAGbWUs6WXY37GGncF1m9Xg3XBMkoOnAsnexF0TLM9uYLA5QG46aqkEF5uzCEvFfFZeS1uqe2Gx73ZOSrjkvOXtVOmZYZirgUQ0+M7hrssmbsgLosYGVrsZjiJ/MfkmDyLMGi12LolzgSlCXqikfSkaUqtp6NnYpjKUhL2YvAHL/eEoSma9BPAmBve2q7zrqgx2dVQ09Qh4LFuCfraa2KnmTNXWBHyO6VzGyO7GEoNUN2j1emShz3DHtZiuFyCZcgGg33U0emfaEotmtuu8IO8zMh8bNONlyTjK6gX7Ng1WqUITbHPe1NhtR2Y3mvhmvntu8JdjW3vW6Gkd5XKuvN7E2Y0NtJZjan/YOzog2ecGXf3p7k0P3pdolZgKbYU+Z+rb6YC+c6wgQ57QR5WmuBJCfbhBKNbbcFbPglyfIK7jY7PEs1XPJ8FYNSrXXuc07LrxubLswsLLFaDJbgpLeLL8tXHM9slh02P2h7KQY/yuTrLBbbzpD4tRogEeJUMajtuab0tqhlW9yCTjRTclqXYrhcc6mUCFs7Xcdc+mAkXb4t4MxF4nit9ECtRgFCOTvWTKGe9Fo1bDTuGSKZ58uK4JJKQGyV4bgHYgBIccO45Ply2neynnFTmC7GL417LR4yU2Vx/iz53PDR9gQvPoPyDvtCWbR9c6qtahnq2BWezqi1KEZlHfk8Bo4KkB2UxS18D802FDzuSfkYwtYwz7Zx772kvsznp3H3xbi7o295n7M07sBI8M7ujsuW95gCS7pnIAa9mBu2VBqgXgshJGQdaW4wy3qtkGO5VCfY+j4y5H7B9ZqedSl43JMySLAubjphkg90ub7qsx/bYBkeW6FJtue5P859KYr9EeVdh1Nw7pWeFTPiAaAjBhS4O64Jtv5yKVDNWdcSAibMudTHZauQhc4/ZiXPbx8udXD7wrDk94x6EWNz4NVwS2fN7VLxbrntEYo9BzGfdNJJJ5100t81nc7ik0466aSTTvqvpL/6q3f89W8TRJ5xXV5vEiEZx6DMm1oVOXDZXajmGdCDYVP1I5Pj8z4vC0hoGdGZ2sd0NB6MzGbKtW0L6Nr+jDH4y5q4zs/C6MEp+plYktqe+ExHgCD9iMaX5MDjNgjBf3L/OAPaF20fadw/4Bfboe2lKr3PfATn9xgDmqDF1UAQq+7c1rbHiPgVNOtSZjpCGz7G/dj21fvMR7g2xph1IZPDeiXv+dozRfMXWdTXbQuZkbGAN4+Zt15W445wbXzgyqa2Zz53oQCN1lrImF05mVdyC0S5fWFQhnG3hax5avtHyvAvybs5aO5baxHqeykzyhkYEuGXgUH1Tc2Yz4znAgnqWxZtX8lfby1kt40hBF9ZXKg/U0fGNdd71ikSDd94jV9GUdhHsJuqcrbKSl/0NoLMmHG2bClKkJYQJV1HdQ2VZdSMZTnDV4v8oO3pWu89ZIObNUIBWMmMCOvp7DQyW8ktX5M9rlURlg9f7Du99+DY0d4poGY1X6Ks62jcbTXuSlCRc51L+JvWZe/knH489gi7ao2Cj7zwPJMeG4Ocx6txd+/8rD3l7skgaOW2GPeBHtamtE7OwX2hI2XRrj5GCKgxEwoU8MVZZW8ged8pm9+Xevq4tzeCjVjXCTdb7NFtDzUrVddt33Mt2+SAwlidVYzkSCDh/LJLA2UYLsbKdNX2J+wQxaYGgq311VpNztopC+EW1MJ8AMLevu+NsgfneSbpaU1zOIA+GlT9cA8Ijnu1X4nEvWH0sThLKJ7J6SZjzAzZj7YLpwPvxrpVF3PRky5QBfXZTbCnvUJ0hL19jBbaBLzOM88Ex40E/b6DHcqmvD+akK4b6MEBr8p76IRkTlDAIwYLrlA2WuU+qzieh/7s+6yTG5yPi71QdbHPjRb0jCz3VaM+q8XM0947BapmGOrZhrjm9r299pmDvnDmM1vsc0BqO39DTOf+z2e9tt4oaLMUZejmzYIcyS5TX2gc9/w+t0pz3/cW+rw8lyx0nXpE5ml9UMmd1ZlgUw9ytO8N/dlCMM48h+fz4HqfO9YcF1l8dy7k3dJ3Zu+NEHe8dOrzdonni/3Z8O3bO263FBl40kknnXTSSX9HdDqLTzrppJNOOum/kv7eP/i3BNE1NqFrb2/saKQMuSJk2Hzug7KU9zaCYWnCDrOjIvvX2j3CytpH/crAKuQUeH8f1FaCESsMf/h8dm77Hg3wtS6MIPsgw8u3HrP7PjNqP5+/bdyG9/edjO3TvHqIDE/1uWY7Ozml9ucINtiZYRjbubeOZxqr8RadFSp4GUQ/r9VhlFn8eHS6Nlv/Se5C7yuNnats8FXsyVLROsvf21uce5GPjLlD28Hj/niw3GZyY762lHd2iuXM2NYGjdXbO8vfpINTYAzq82NvdG1vKTDBhN63akPrC4j1np0XzPd+/+W2e2G+fTF+CYV9OoEX65L4wGsuZ0C1xnz3R/uB3B7a3gbN6954TPcW5V1ECB6w7WvY0xyUkvlG5bY/HzzuI8E720Ju9zZIz3CTNEB4AkBrvO7xZP2XM1zLqu3P1ZpLEJcqrLP2QcEyLSFFjr6Q951RFFSx0LerdZLHYSxgH0fAQ1Zl/dQaG+kzDLV2Icjp1nmMf03bfV8FdnBwGNHC0T2fntb9I+5X0gQtBTk8G4/703heldYqj9W8xkEioYY7BtVu7Ds/ayBmza1g8ttib7fFswCgH5BYnjv3r/dBxnYtPdSnfoAhVtv/v71765llSROD/MYhs+r71to9M0hI3HGL4A6uAMEf4EcjLsGAEZYNRh7ANjbGGDzdex2+Q1UmF7lWr4rD7t0tPGNBPo80o72yv8qKjIyMzMo34o1tH2Y8525N1aP8XXrn+zb8zf0+zp7eo00hfb/fh+t+38Zr7piV/Biw3odBDrf38XM1j9dOyn3fmsdrZy/Tem/W+35N4/Ipexm29Rkftvs40/d2y01a2Yhj+Yhx/13/9J6Gz233EvfJ9XR/uPBfY0yfO21/eW/KsN228f5/Gwd75DwbyNkOLHrP72Omma1O6n1vngv2fY97V/htG6/70vU977cYUisf9/a+zxr31WcWeX27jdfcPi6jkXM0S4Ds221MF3wf631JpR3k8H4Minq87m5vYxtdln1oD33hX99i+Jv9Usf6K22fv33ZmjWtI74F8LrA3yUvbfBx0hbfXseBPss6liHSMWDh92V/fRuejfaYncN2X0ef06fTH/v3Urpz//v//vHZ19fxd9O6luE+l2OL20Mf9fJ1vHa2fVaGdrDM7X4fnuFuk+egS13jdnsYnH3bom/wb6/34dynSx23RTtL9+Xr61D2fVL2Yx3tNvDcP7m837YjJXzzuUu8Pmy7379nTvnRYbx+fRvb9r4M9fC3/5u/jP/4P/n3AgD+JggWA8Cf6O/9j/8i1ks/2y4N2/Z9b7Zd1hJvXereda1x74bW51Tj8pA+uNYcW5cS7el5ifTUft+6pNjXh5d+EbG9vzWB2uulxOW1/yGcIi1d0OPtS5MqbV1yvHajztdLHQJ4Oae4PBxzyal5mRcR8XQtwwqxpaS4rO0xbvsWy0Ma48ulDinKlhpxuYyzqdJDHttl8pLscs1DyuRS2rLnNK5Ter3WeMndDIoScVn6FI0R8ZBm87KWcQbAkuJya4+5lByX9WHUfh0DZZdrGV6u5nSco0f7fm/O/eWS46VLC1hyOtJjPu4rR5OO+0jL1reZHPf7mLLuyDP4fT9pWFP4ci1DsCTX1Kbf3o9z/zgD4HIp8dpdO3XJ31L6Ph7Pr6cpv6xlCN7WmuPykCE0pTS8SL1ea6QuHJjrWH/9DMP1UuL9tf2TpebhczXnSI/nvuTY+pdPSxlnVZQ87XseX8BeLjW6zIex1LH+vq8d/vu/Wdr17yKOel/XMe3gY5CvlDSkRV0vdTKDbKyHNJS9xGvtXsBeUqy3Pr1+O1OrlBxvuS97iculvw5z7A/ri6YugBNxpOXvfzatSxn+Lqe96VfWtQyzCWstcVnHeuhn64wvzGus3eeWZWzL+5aGc9+nWqy1DCl9++DPkcKzn/lTY730A57aFNrHAIP2+9a1DoHnutRY2qy8x+zY1F47qXsZvixlaO+1S388u+7XmuN+6fqspTR9ZEox3K+WtcTl3p37SVroFG2gdFlrN9fzeCHfpxt9utZ42R+vnTwM1FpKGdIR99fuYW/6zXWt03PR77+U0swyXJYS712q+bKU4Tvr0qYJT3lcl3xdSmyXMUXtUPIue8W61sipO4eXJbY+1fHSppOuNQ91vK4ltvuYqreZadlnI/9e9v5crGVoI2nPTb959Ml9Hzmmra3drMOc89j+lhJbl+Z1vS5NcHiPI3V+ejj3y1qGARPLOj6zlZSbbUvN0eeMLyVH7frpfumQ2dIeZcmxdNfq5VKHVL1Hptn2vt3X37qWuHfLY9TaDrypJfeZdI/+4tZdO0vE68M9OcWRAaJZuiFy1O65blnzEODKtU0ZGyU1z3BHGcbn2yPbx4/7e845tm4dlFLHe/vlssTL1y7d7b3tN5cy3tsvlzo8O+RSYns4oFq7PNFxpM7t6+8Inj3MOE0par8ESclDn3V9WuMlxnTBj+2m5ByXpW9rtSnnUa521mYueVwSpJS4rP11X+KlSxe8rO2M3Vrz8Lmn6zoE5XNtZ0rXWmLt0gyv6zL2Idf2mTrnFDl397SljKmir2u8NksN7REpd4NJc1wvfb2P/W2ppQlSzn6DrUuOrb/ur2u8P6bDSkf/8Nj+ah3Lfrks8fKlPfd7tMtOlDqmx356WoYRSKXLWFBKjsulX+qgDveZWaroJXfPL5N9XZ/WMQ1/yc31lHOKdWhry2RZhtqsUZxzxDKUfbzX/p3/7n8RLAbgb4xgMQD8if7hP/rtOPvjdm+2lW9Bl8eXILMgxH1PsT2+Uk4ptlIjHgNelxK5SwV7fV4i3/sA5R7pISJ0pLBrf/xfrymi9i+KI7aHl7J77PHy/h6PS3uWJcXWzbq9Rzt7a4+I/XZrZvksNQ0zGo/0sH393dr6K8caW4/b0j6mFr3fu217HD/gmwDAuH7lPklT+v7evsgvSx5mV83K3pfhiDP2U6wmn7t1qRD37+tzPZz7NAaDtm0b0uve3reh/rZt74owlmHb9uGF8vFi6yEVbEz+ZnIu3vdbm4J3srZy7DG8yN/3+1B/EWk8r33Z+1lY+36kzH6ovzy55rbJvm73e1OuWiO6dzwRsQ1B+n1Lw7bYItro3FgPs3b0vrfXTinj3+yT+tvu7Wzg77P72hf34/natmE53W/XTj9oY1J/w6zNcTZfv++IfQgm7Ps2bEupH0oyzlbcthiC+bdti9Sciz+u3rft3lxjs5ng889Nzs+RKPIP/820D2mvgWPN3bFCx32N105/7mffN+uP9m1rAjbH7Oq+77lPtrVrtqZIY7ua1d9kFmXsW5Oqcp8c86zvuaf2+p1937Qe0tYez6S/mN0r9kn9pWj7nln99W094nsf/PB3+3jt7PukD94mZd3bmWb3Wb1P6i+ntg+5/5HHfLT4x3t0PxQoYk/bMEAoYh8zlURvj+EijxgGmvUfHu57cbSHvgz7vnfXScS+3ZugzbaNabVj24f0vSlF83f7fQyaH/vv9lVyU6otxo5tn5yvfd8nA/Xa/W/bPinD5NyXtp3etzaA8/37hut+L7E/fi6O+8djOu6tfz6L+bWZU5sSebvPyj6pv9ibMtyinWUecdyj9+55aY9xoM8e7Xdut20I8u3bPmxLOZrnxFu6R560tbEvaPv4fT9mpZZfqb9ZP5ZzG7S8/dLn+qBbX/b7ffJMsI/9UeoyN3x7MHkcqHK7jd+3T54dcneffr+N95h9eq/IsW0/gm7HTNxbs5bxfZ/cr2IcbJly+xx31MPkGaDbVlON28O29/fbWH99/x4RKdWmHrb70ek/LiNwn6T0jxj7lbK0mQBut/v0OukLVqLN1nO/b3G/3aM0/d/Yl6ZJGVJu7wP3+33ob49nk34Gd20GTNxut2994A9bTOo9L7E9pM/ZbvfYu7Tu9/t9aGsRY/urXcag2+02fm5y7Sw5N4OQb++3uN1ukctj/Y1lSN21s92PZX4enx1m1+E//Mt/NhwLAPx1ESwGgD/RX/7P//ewRth7O2A68mWcSfq+tOvYRkTcY4v9YTZmKSnu3e05L0ssuZsFVkt0k/vidj/S/H53WXNE6X5kX3PU3Kf826I8zPCqJcXXn9upkKnkeO/TXn+5NSP7+xemEd/XThtTCvfb3t671LOT2ay3mod6v79PUlV3M7XX6Tqb41pfvVLqZDbwuPbrbC3YIRVdzfE6rBE6SSHbTYuZrZeZU8Tryx9OJ7guOV66uiplj/fX7kXM7a0Jiub8/Z3Sjx0ea3H1M5nHdfJ6ebKe2vuyTeqv/Vw/wzEiYl0j3ruZxWm/j+cwtQGGY93Gfibu+Ln39z5YMa5pPWt/+71dK3WWhnUpebjuU9rGffUv13IMn6uT+rvd2iDUbDb/7BxGvnXrE387gIeXdWVS9lLvw7b3W5tKct/z0LZn537b2vStKUWzNlzE93WNuxed3Tq5ERH71jak2TW+1G24nt7f22DnLFh8zKLr+pB8pD8cPc5WnPR/kxm70V0D2x7DjOTbbM3YPU1Si/Z98LiedH6brHXcX857DOs2LjXHW5fd4X5rZ1/mnIZdlTpZizClYU3QiIh4SEWccorXvv7ex+NJXf3N1jW83Sb1l8a1Svu3tLO1X+vbZL3v8f3ycMyTd9fx+etbOzs3jQMoylKG+0fKaWx/qUvhn8b6q+/buG7trQ0KzILFt/dJu52sgdsrs/qbrB99FPfh2t8j+tvjum1DCuOINOmD+7WHx76nlLEeIiLS/fFczNbMnqzBHG0fcr/dhzS1y3KfrJkdw/IRfUMqt7GcyzJuO9L5/vj3tu9DKuxlsgTIvrdprt/f7xH7ZP3jPkPCZFtEm+Y1YrwGZmswl9zeB2638RqY1d+RFrpfcyG6v9mHlMLHPaXPptMOvNlu+5DJptbczeyMWLd2LeB4iViu3XPc6/tkPeKx/vbYm/rb95hmdxjXt01xf0zvfBvTQs/WRi2TNX17OY2pt6fraKeI/TF4dt+HtlCXe7y+dZ11LO2+vvVpj1dwzrex/U3uKRFt+9v2yfW71qE9lNKm9r7dbnHvivm+3Mdn8VrG+0BEcyGm9D78zbLuw72vlNRcr/fbFtENfFin10DbH836tPLyPqwrvPT92Lf/3pr2Ny4dsq5j+6tr+5vn+//ezngeyz6uDzwGSVN6m7S/Orbl0j6vvN/uwyCRupR4f23Pfb4szbX5/hbDvTyl1MwGPo6nDM9CEdGkkp+ltz/K3u1r7ctw+zZo+EcN/k9//58O3wUAf10EiwHgT/T2fm/SIy81Dy/8rpc6mT1RY1l+TNdNKaI+PTcvFj481SEF1vOHMqxFnNLercE7BsWu1xxbl3805xTLQ2q9nFKTtvcoe4mIP2+/b3uPj4/r2kXE69fX5uXuZS1jiq81x9KlWk45NfVXunReEUeq6n4Ues5H2ulH27Y3x3O9lnh5GYMlS5eiOaccD6fi23pu7fddLnVYOzLndKRp/H4s6QgsPQbKrtcaX7sXiiWnqF09p7Q36Z7XpcRb93Z8KSm66ouU9qYMuaRhBvT1ugwvXUpJUbv0fina0fhHqu8+zXaKpcthXFKOZXkIUE5Sp14udWi3pYznYtv6lNM1Xrugdi2l+b6I47iXh8DiLEh/pCjtzn13DiOOGQ/NObyUJjXsUfYUS+1CyqUNks5Sdteao3Tfl2tE2R7OYUqxd4McLmuObevqveSoXf0dM+0eU8+W4WXUutS4TVIfN4HhOp7DdZ2vVdnUQzpmxOXH9MHXHNGfw3r8X7stNX3IbE3wuqSow4CCPcrDvlJKx3l+TCO6lChd6sCcI+qQWSHF/SFLw7KUcQ3DGk0/E3G87N+WPsjclnNZx37s6I+61OWdda3R52ottcaydNfmktvUqSXH7da/iCxRuwwTsz6xT2W6Xuo4o6eWoex9yudaxzVJlxLN+TqOJ6J02TH7lNPrkmO79YGrEkvtyxBDCu1hEEpN39r8Q7lqm345T7IhLEuJ23v/fWM9RLTB4PVSv800/6F/UR1xpAh9eSxnyUPK1WXSZtZJSuEUbQryZalDm6xLibr057U25+xI5dxd90uJZR1T2/bDbPp0zpe1DrOr1uvSrHsZEbEuS+wPzwHrWodA2XWtYwD0Wpug+ew6rLVE7QbOLbXErUu1nfKYFrX0Aa+Shv68lhRvDwNajswy3aC/UqMufdBomWTaaO9FR1vr2uQ6rnu+1HaN4lpy3LtzU3KJ0h3z5bLEvj+kFP6eMeYx4FVTlK6/qEuJ3K+pWtoylJLjXsf7R+nuo2u3xEjuZ67GMWCxv/cdS6H0A7Haz5aaI3dBt7LkKF1/vq5rlx42Rb3P7h/ttstlzP6ScvtcEHlSf2uO2i9D0vWlueZY9rG/rXVM7f3Sjzi63ZvnqpxS1C7N9bIuw6C4437Y3tdK7dNjl8i17wuWJj1xSmlICX48/3Xpia9r7HuXmrrmZuBprjnK1tXDWqP0gyi6Z5+c2+f872Xvn4OvT2vE13aAbC5tWvyylFifxvTE/VCPpQuAzlJ7L0uJpUvvPKaYjtjz3jxXpTI599dlnDHeLcuQco7a/Xgqa43anfvLZWkCoCmlqLm9p5SahtTyz09rfOnqr3b30pJTLE9jhqz+N9ZS2/WBc06xdEsN1TXF5a3LmvW0xpevL822fh2IHGm4j16u6/D7fekG5u0xvwb6c3F9WuPlsR5SipraviCnHKX2qbavsd/b+iulXZ+6Tz0PAH+dBIsB4E/wV7/9Gu+3dl3AuuQxZW2K5m8iIrYtNetS1rXEcmkXbXx6KlH7wFyJ2B8+9/t0l48vFEuKe/dCLGIfApT7fo/6WPbaf+aYubp0a1fdbzWePz43+357+bkJNJeSmhR63/6s+ZvvqR4ft61LivfuV33q1p6NOIKKj/ufvdjPeSzDvkWTmm7ft4gUTcrusqTYutk0Ee3nfl+GxxdwJcXWv1BMaXLuuxmTaYu925ZzGlJs7tverEN4bGvrodbcpMKL+BaI7t/U9ceT9ohtXG90+Nw+btv3e7Ot1jwExVKKpr0fn2vrL6U99m7W/FGG7nPTfe3t9VTSkIIy5fFzKXXnMEeTPjvi+zns2t/epgmMGM9PzuN1H2kfyhBd2Y921L/ZGtvRvrd9z75vkSI16+2VkmLrr8O8N+lBj3JFs62UPJndvEcuY7/yuLxeihjS5OeUhqDREX8Y2/LjtpRylCEGt4/X9L41L6JzPmYzd4cXpd9Zium+Smnrb/xcGurv6KO667c75mPb5DqclOHx7/Kk/4vYJtv2pp3mPCnn5Jgj2n5y/5ZNoIlvTMqQ0jacn5zbbTmn6N7rxx77sGZ2REzOdXd8aR/LENvkmm7rYdb3fC9b/22P+0/di93f72s497P7zB7dihJD2Weve/sBWzmPs+tn+4ocQ9CyX+87pbEtH9v6Z4zUDE5Iue1Tvn8ud/vKOY/XSu6u6Zpi6Qe95BRrF7yoJcUWbccyttuxL8ipRCnjAJC27OPnYlan7WSub/vqznOMfXxOezMwJUUM1+Gexm15su14CngcjDPWe4pxkF8pbSrTNLvvTOohT9pDbG076u9X34o1bMvlSG/7sKNpn9Vvmz23pXt/zxrvYbN6TimaVSD654Tjc20Q7kcZ+m3dmuYxPhfE5Fmh1tw+i+yTPmRy7kspzYCTFOMz6PF33b4mz97HALSHDfv4fRExPF/m0i0vM3vuiUlbLmnYV6T2/rfHpC3nMmyrtbRLtMTkmCfbasnds0+Ko7392P++71G6kUspl2HbsnSD59IYMEyTZ4WylHEJjq4v2yftIc/OYbcG/FH2yTNu3466gOjx3NgGfdM+uQ/UFOU+9q+PtllbznkciFBKMyt532L4bTs9h2vufst+K3tutw3X6qQ/L2WJ+3s7U3r4PRVjf15rac799m085mNb3ibXUy5j+y5ridvDQKL7/gvPL92+ljU3qb3f3m/x8vIW12u7JjYA/HUQLAaAP8F//d/+7/HSzxqtS7x0M4bu25j2MKI0P9afS473W/uj8Zjh1qXPfGl/zP5YY+lxZmcaU1xvEd2kmG8feZw1UCYpcmOYtfL2Fs00sFpSvHX1sORlmJV6v92adLQpNcU+yp6XoU4jymRba13HFHAlp+Fz7++36DJzxj7MuJ6VIYYZrr3LWuK1SyeXy1iGt9cY02Vve7Qpfydl2MdUxBER+WGN6ctlUoY8tsnXt3bmWylpmMFWSho+t23btAyPZb+mOnwuT/YVrxGPb+OPWSztn5SS46VPl72PqY+jS5cdKcXLaz9TbNw2zngdZySXyTm83bYxbXi012ua1ENK9Vfb8pASMObn4nYbU66m/pouNV761Ig5hjS2v9/BN9OUjWWJ126W8u3+62lfcxrrL/b4hXr4UfZta18SRxwzLMbPteloc07DjNqclnjpyr6nPLbJrv72fdaW83hNp/Z6ms1oLHn8XOzpF1L3dmXosjTkPKu/dt3VUtKQ9rBMyn6/T1LwDosTjucw5zSUq1frfZipc5ShyzqxzdIAjwGVPltFyjEvw0MTPGY3//o1Pbv2h91O6mG2ra+/7b7H2/sfvu4jIr58eW3q4bhH9kGrSTuabYuI3FxPezPjNWLeHkpp12dNRz74oQz9/T2lGNMA54j0uNRFirgP6czH7Af3nNt75G0cDFbKmAZ433+9b4uI4R6ZJv1rv4xAfr+PA9Im9bcs4/PQvb9VRAxlLzkN23q393aWYMQRdBnqYZJiepDG75v21RHNFOv7bRszPpQ0XJt1khmil9OkH5uUKyIiHu759/s2zIKdnYtSYqiv/pnzOOa27JfL2Of2qWfv2z6kni110rft7Wz619fbZJDNWIbrddK39Ws+b/twHeZJ/5riSC//eCzztjzWQ59+e/++w+//3vfhmitlfGbPJWJ/WFf47W1cT3f2uUukIVV0v5D2HuO9YdYeIvYmBfP7+324R+ZJGZa1TXX8+nobUqMf96f+ms5DuY4yPKa5vg/XSSklXl/aGdZ9GeLbfh97tpTGfuzpF+/TP+6v9/s+pMqvk7Zcl9LcS19fbm3/Hse9oe//ytPYPzwu0RFxLOMyLDNRc7x19VBKafb//vo+ZC9JOcVL97nrdR2Op7/d3277sNxGqWX43JF558e219fb0CaP9teW4XJd220vMVmyYh9+p+TJufhv/6t/EP/Rf/rvBgD8dRMsBoA/wd/7H/7PYbbubETzfYtmhPHlUuL1LaJZT/VS4rVLPZWWS6SH2UIlR2zdC/TlUuI2vGxrZ/tFHC89HwdMr8sYXF1qmszuimYWWMkpopsZtNY9cumDC9uwbdvamYnXax1eKtSaotT+zWo7crxPqxZxpPruX/pEjmEm5LaPZehfdNVaxuPZc1N/fYrFiONlTp86OiazfvatPZ7rdQxIHTMaZzOiHtpMyUNwdV3HekjlSN/7aLu3M2yu1xovXda2UkqUMr7Ifay/Pu1sxDEK/vV9MuNmUg+Ps3CersuYsrvmYaZYP7NuVoZ1naytPJkttG1tesTrpcTXvX+JOpY95dy0kWUZ1zU+gr7jzI+hHvZ2Fuc6SWWZcx5mIJScmhdNy1KatfYivqXdnM7cepz5lmKLdvbYZZ2VYTJbY1KGYV3FkqLkPg3/PUp+DIql4eXruuR4GdbjztG/ZMwpIh7KtSxlSONdao66dvVQ29lBKaXYhzX5xtTls2uzpDaYta5jv1Lq5HM54p7awFxfD3X2fSVFP0n5CFA/1MNaY3/tXrTmsY/v0wznnIalAJYlx3uX6rGWcSZpSu16t+taY9/H9Tmns8B+JQV0LSne+mug5MkMza0ZsLAuJV4ngZG+TpclN3U/LcNSotRx3dr63t84u/7oMg58uMUYzLs8Lc2749m9rqw5Svd9R3rsMaPEYyihrmWydmmNUsayPvadpeShTS5rHdevvJbYU9dndLObL7XE2yTY2Z+LupQmeFHKmM485zG1ba1lGJzQ9685pUh9f1T62WpHivPHwQM5zzJmpCjdYLOllrhNMl806Vsn10CpNfq00KUb6HCkTh+D5v3M2GM2XDfIauszD4z3hlLHe34pbYColDxcFynnYUbtutTYusVe+zKkGD+31BLvQxlys/5sySm6jMzf+uV22+VahwDe/b7F41emNGYZqEuO3KWKvtY2TXNdSrzdu7zGdYnoUm3XS42v/fNdN7Mzch5n1K41Sp8Weol2wGXOw+zIlPOQjeByqfH6kF78mGTbzRhPMVxPx7rWfTvNTeA5RR4yRZQyzhC+Xvu0xjE8d6RconRpjS/PNbbP/QDI0g5oyZN7Sh23Xa5LE7RM32aCtxl1SpRuTYTr9RL71t5LU4rmOsi5RpdROJZLjeV9DDz3ZRh+R06yNFyvS7NMwvF37cDTWYaEZSnx1u1rXWvz+282qzfnPMyefnpe4+VLVw+5dGOjypiaf61R+npYary/Pe5rjzpc02O5np7WiL1LE57bmfOzbB/rOi6r89y1h9ms9TLZ19PzJb5+bstwpLR5OJp9nKW8rnVYfqJeajMQ5b7vQ39Uchqusf/ub/+lYDEAfyMEiwHgT/BP/snvYl3Hl+WP21KK2LqZQeta+8HEUZYaaxeEvV5L94IxjSly8xFUacswbusX06o1DalaI/bmc3vssW/tvkpJ315C/3B/+TSph22oh+4967HfLkdpyt/W6Px9IfbYY2+2LWuO97d+FHdqPxfHS5jHbf1MoaMMpU3z+PvPPZTr21SKx211yZG7QGAueaiH3B1PSin2bQzEbHtfD10Zvr1UWx9e+hzByPZ4ckmxLrMy9EGxcY3De1f2yDGsS7nvW1OGWvPwkj3leT1c+jJ056LW/pi/n4tJO314CbMsOboifGsP/cuvST1M1pAdyt63h4gjHffD25ulji/sc07DWnQ5j/1DP7umlnEttZz24bzGvkVe2vYwS33cf67kdv+pC/hGRJQa83Y0SWnYpCBf8mQW4tgflRqxbo9liGEmbp7UQ0rjtj51dF1y7N0aoaUc66U+qjlFPLSRnFLct3FWydpl+is5x2Vt3wrv+z1qtP3D0K/kNFxPqeZYHn6CzdbnLHXSt+Vx29HJt9dF9GulTj53BKBq8zd9sLiUHGv3Ej+XNNTpHlsTqDhS0o8vuPvrqV8/eBaoLbNrs8Skf2jXlzzudb9+Tf9RZZj18ZNt35LiNvu+XNo2c/syBouPANtDAKKkqF0q0FLKUO+zch19wWMWkhzRteVcUqxduZYlR86PQZBxAEPJaTiepeSIoU3uTXsoJQ/XQM7jtlJKcw77gE7EcQ30a2/mPPYPR877h+u8pFi6NVZLOoIXj2oXQD6WFRifFUp/PCVH7a+x7to82kxXhsm1WUqK+1CG8Tmnr78jdW+0fxdb7N1SF/0xlzLZllNzfy05HSPQHuS8D/e6WvOw7bjRPAQHS4z3urwP68geg0LaekjDkhUxfN9Sc2x9ubZoyzC5Tx/tdOwzHoP5OadY9/5cHGsnN/uqNdbuuX29fMtl+/syzK6B2bWSmpmceXZPmZThGEDVL2uyNbf9PPlcLTmWflstcXsYYJInz2gppXFf67he71EFD+eiplij7VdqKbFe2o6rv0flnCK1q/gcz6FD31bH587YmjLkWd9WS9wv43XeZzQZ7pGTbUe76ge09AHK2bmosV7GGcjNmtLTc5Fj7Z5XjnP68Hcpon9+6H8/HWUoY/vuBnIcSxdN+uXuejrK2f3dkE1k0o6WsQwptYN3c0px6dpMySXWZayH5rpIEdEv5zArQ53UQzewJ6UY6i+n8Zpe1zrJsNX2kxH78Ll/9L/+8wCAvwmCxQDwJ/j7/+BfxpevXfq/7m+O9MhdYDOV+Pq1m3Wbb022yZQiXt/a9NJP1xIv3b62mKcmfrTUFO9v7fc9pTSk9327xZCieeuCitdrideuDLfX+1AP0c3sm81kzjnia5da6/12H1JVH7/lHwu2xNevXWq8fR9mpfbn4pj92Qcucnztyv7+tg/pyfoI2FOk+Pq1S6M22fZ1UoY+pV7OaSjD7bYNM6T6YGREiq/dzMs0S+v4Ek0azlpz3IZzMZbh/X2WRrL999O1DvUeEcO+vn1LW4bJ8fX1d7tFvL/3ZzLaNIiRhhmoKY11E7E3jaJO0vTO2sPtloZruC/EPpnBlNKsHvZmxEIpqZmlE/G9HvoU7mNq6m//y4897+PMiZxiOD8vwyygMSiW8jJcm/dtvIb7i+yy1yHdc0rjdZ5eYpjFeR/KMNbffduHFLJHIX5su+xlPBd5mcxSjnic7JlzitvWfy4Nfc22lSETwHEsD2XY6iQdfIov3b5qFySfBShTGstw38bUiN/+lx//dS9DmtTZvo70793s5i7SNPvcvu2/kEr8RxnWe4nXtz6F9i+Uoe/3u70eZWhnNe2xTOvhsYnf779w7+nLUNuX/7PBRdN6iIiXr3/4XNxupUl/+n1fvU+fZmmouz+alCFiPJ7jT3/UxO1WhtT5s9Sz93u3PmcM4z8ipRjSdaYUQ3s7Pvvj07dJSvCc0lB/tY5phvu1P/eY32dm9TDce/rBEHlWhvEe1Q/s2fcYruk96i+U4WGG8PuYenbW1xwD4/5wOul9H9MVp0md9mV4fxtnredJPRxZBf7ws1XsY1aQ4/43K8PD/W9ShpTX+NrNXjxmu4/10IRTtvH+N6+HveljS7kNs/1mZV+WEq/dtrdhFvvYH6Wc4uuX/hprHsni9TUNgymPfrKrh3W8t/X3i22r8dp9X/qwxpd+RmhEk1Hi9RfuPf3nLpdxiZmI9vl0u2/xOnvO7cqVl9ym6H5LkYaMJml4frhcarx2ddO3yiNNeH8/z0Od5hJNf/fyMvbLx3XRpxSe3Xv62fxbvPf3vzLuq5S2r3l9GW+AOaXhurg+rdPr/PHecruNyyClSds6+sUf9dVnGjrKEPG1T+/8tAzH0+fAur/f4/29q/d0mdfDw4/Ql69vw3UREUPZL9exz+j76vv7NlzTs2eKWtusFl+jP7aIiPFcPD2PZeh/c7y/38f7Zk7x5Us7S7kvQ3x5/Tb48Md5/R/+3j+elAsA/tUTLAaAP8Hnr+/N26plyUNQaV3LsFbhnlJEenwpnSLypXmp+uG5DIHN/TLO6u1TLJZJ0OVIT9uXYR/SmG5b+wLrspYxRfMk/emn3/0u0sPxlJKjyz4Yl8kaejm133eUoT2eIz3ymKq6L8O+t/sqJQ/18HRd4vM2vrhJ3c76fR3rto3refVl7z83C/xc1jJ5SVwipf5FaGpmbB7tqJsFu9TIXcA/RfuiKKUUe4xl6F/Ypzyei2M2849/rUuJ7r1X1Fqbc3/ITZ2mbyl6m32tZQhI5JyHekhdytAj2D7OzH7t39HkNKRnjH1rrtf1UuPevTzKKQ/tIVLb3mrNw/puS81DitxIaVKnbaNfLzVe+tmsZZwpnVI7s+6YzTG+5BoCqSnHHn0AuU0bWGuJtz6wOQlkpS5kVHIeUlXXmiK/9YHGfei38h7NS+K1jgHYMomUta/Lvl1jfWrdmuOtn92cJsG51O5rWXPsL90stFIilX62UI7ctO+YpPcdr9fZ7Mic26D5sqR469pyLmlYV/24Xh+v8/Hl6FLzMEiolH0sQ2nP4xEciu5z43WRSx721afbrXVMxT6rh9KV4QjUjeuPDu3oF/qtx1ndueZIk/VN+zL0qbD7IPrxubHsdbKvlNtAc1ly3O7dLMvJS/BLl4J+VoZaU+RunYm61OG661OUlppj6968lzqm2K9LmzI75xjWTS5lTPV+pGnu9lW7wRAlxb1PzZ/ydF3mvVn/PQazc39cK+22o698PBnDWLbYJwMDSslD4L6bIBp7ikizsg9pobvAcx7vDbPjWeq4vMGQVvuX6qHddAyWexwMkWNYTPnoJ/vnxzRkMOlnCHe3tW/lysMgg7qUNvi9x3DuU5cZICJiqXXIJtOnvN/3GNpfTmnYti6lDXbu40zplMZrelnKEOipMRlYMfQP43P7ZV3bfe2T0TH7mP2n1jVeU98f7F0ZcqQhxXkZTtDlUoZAY99uj6rr+4dx2ZR1aQeibHsMqbBLHu+lT13ANUXEnrpn68kz2bos8dYN/qpLdNfKmFr+WL6hy+D09AtBviHj0KQM3XPTstT2d86eIqV+lm2N3LW363UdAobR1f2ejt8Kzfety/DMt1yW5hrb9tlzx5i+/PK0xtbVQ87dNRZj+15qidehba3NNXbfx8+lSZ9xuS5x+9Sl4u9+R+1b/4vme4ajdtu1a1vb/u0H7mO3lcY2cn1a4/O9jZSX1P6u3u/b5Dovw/Gsl6VZo/gIhG9Nl/fl5Wv8l3/n7zaf+/M//xh/9Vefmm1H2/pRpx//16cAgL8JgsUA8Ef63afXKDnF09NDeuSlDGvO1ZLi6TqmlH3cVkuOSN1aSmuO52ufUi81L4G+v0to1m+drKVbcsTl0q/r2G7LeXwpvS4p+l/g/edij0jbe3x4+pHeq9Yc7120Zl1yPD+NqcmeHj6X0yRl91KGH+WltJ/77vlhwbBactwm600+PfUvTdptKcaXrOsyrqtXS3vuv5c/P2ybrTe5rDmeJilyn54fUlX//v89lqEMazmXkuLal6GkuD7U1yyYtix58rncHs/+7f89rPO61ByldvVXx3qoJUV62HYEzbvjWctwkKWkph7i28vfx1SjS82xLF2d1hTPz13KuZLi+bk9r309rDUN9VzqrG1tsdT2er11aZXrkofP1Zri6fnHthSzNOjjoINSI54+dGn29iMw/+P4xpfUtY5lKCXH0/Vx25GStQmSLmPwKeUU1+uYojSX9rzuXer8ZVJ/taR47sqw3cegYl8RuaS4TlL9talhJ2v81tLU+1H2PGzb7u3acKWkbwHqx7Ln+DD0WxEpPZzXFEM682XJsT/1ZY94eurqOfZYHvq8UnPk3Ac2YzgXSy0R18cypWFN3LqkuHbnIs/6jPTtHvT9czVHLf0ggLFtLTVH/Mr7ymWSerSUSTutbRroI0g6BpSHMqw5oktbum1bs1bgupYhaDW7hxxrSrf3xH6wzzJrW7XEU9f/RJfatC5lGIDx5fM4U/J6vTSfSzmNaeprjafnrp0u5VjL8UE/1qLWHHWZXCvdOVyW0gxUOnbW/rNM+5oSl2u/rQ0W15qagRbf93UZ+s4+WHckOH+US4nLtdn0rb/rU7a3a+zmnIbjK5P+ri45Ll2gp+8zllpie/r19p1ziqU+BmrzsE5p6e/BMaZojpineh/73HFfpeaoXdrcIfV6ScM5rEuO6+w679rWPpz7PO6rW0d2Nnu/1Dyeizqen5zbATJlshREyWloD2Uy2PBY//qh/5nU6bH+ej97NZrn7dka6qXWeHrun8GW8dk6tiaAV0oZ+u/jXHT1nKNNRZzzsHZzqXl4RlqWMWB43+9t2viah76tLuO2ZSlDZoi6TvrJro9a1jre91ObHruUHNe+bdU87KvUHPfH9eTT90FOjwOHfqEM/Szert86nh+6tjUpQ6056uOa1Smi1K3p80rJ8fSh7bguk+fhnHO3JEGOp+cuXXqt8fTc5t9elhpL9zt03/fm2qglxXPXji5LidT3WzW1Zcgp8lDvY52ua2kD4mk/Brk06b5zXK7duaglnrptuaZmIEJOafi+XHNc+zZZy/B7stRb09/kEvHUpwkvMfxmL6Vd+ijlPerS3svebu/xj/75/9F87um6TGayp+Z6LSXHx49tB1trHbYd60z/eE+Qc4ovX17i+bm7CQLAv2KCxQDwR/qv/tY/ic9dSrUPzym+fOlT+Y4pwCLuzYui67XG23s7qvxyyc16pBERb93U1X7mUETE03VML32/R7xOUlW3AaNxVnRKKV5e2m2vscVj/DOliM+f2h/Dz09LfOnqZt/GNNHfv+OxDH3K4fQhhn29vc3SI7dH9PRUhzTE+z6mOY64NZ87UhN3e/2wDOf19r79avrv66XEy5Ayd2wj/Sy0WQAsnsey3+95kpK3tU5mdKeIoQwl38c0sH0RnuqQbvy67ZN0z63peZ3Uw9syO6/ty8ynp3FWS0SKL8N5bZWShhSs6bmO53XJY6rlfmb2pUzSMI7Hk3M7e/ZYZ6+v1LEM2yWP+58E29/e+pR647VSa59ieJzA9PQ0zk55epqneO0DvMMM9efx2l/qmEK7D4BdrzU+9yn9Jyle+zUOSxmDaR+ex/a9zs7r3p/XGl+/9Mdch+OJiCH41AdqnyOG9J3bVse0lf3ggXWS6jut43ktbRrb43rt+7vxReVs2zG772HfdZIaNkV8+dx+7o9JkXvd2pk1ERFPMaZE/VGQQ78O4u/L0KdEvdd4fRvb6WMbud/H9LSRYkiJOk3H3XeCEfGlq7/rdR9TnHcndlm3IZXvELGKiE+fXib9T7fnfZKOe/+FNNQP/11r7ieSRkp5qNN1LcMszj5YvG3bMKsuYh/aaR9zziUNs1kjxvO6rnVIIdvfGdZLHWYXxp7GMgzndZyBelwX7eeuT2Mq/v56XZZtyL4yS91bS47bsLbFmCXmtfu+p6exXL1ZuuxZGZZlnsr50X1bhjJELNMUxv0zy7h0x+R6vUyuxc7tVofUvUcf2D4jl9LeT2fPLPs+zhq9XOtwXoesDO8l3iZp44d7QU7jM1jXUPdtljZ+TI9dusm/r/XWpMX/UYb+vI5pwvuK2LY9vnb19/w874fvD9l3ZoNII8Z7wfVpGdJjR8pNAP523+PeZYtIKeJznwa4RLMe8SyrQESMaYCfJve2vh9+L8MyMB9m1+syu167Pe/7H5mKuFVeZ/fXy9gHLsswk70/E/dt7DOeP6ThXJduwGZ+GQdPHvfE7nfodYnXydICj/eD2+0+eRa9jNdr3Zrzf2RD6dP8R3z93H7u+rTGl6/drOtOfR+fm56fr/H5UztDuNYYloPo01zv2xZfu+97errEp09jXu69eRbN8Q//t3/W/O9/9mcf4re//Tzsq99/73a7D/X3m998iN/97kuz7T//z/92/Gf/2X/4B/cFAP9vCRYDwB/p7/zdfz6+merfusexBu/jJcMCyAAAJPhJREFUD8rLWuLtbW9+oS41xUv3Eq9ccsTDLM6UjsDT4+jwdRmDkSnF8GK3n2l8BETbVF61piHF8OxFeb9u4FLHNznHxIpuXeNv6bd+/zclxXZv3+6ty/giZ1wc7/v6Yl2K5u5FQSllSL98vJdo6/T4+oc6vdS49cHcsQhD+t1lyUPwuCwl4rUP4IwHtLeT0GJdx/N6zGbqjqd7iTdLWbpMgmSTIsR925vUaOs6pjROJQ+no28PszpdZud1Uqmz2Zn9x0rNkd7GIMsvvVD8bl1LbPc+mDvOLN7THtHNNu1f2NZlTM8+5EeO73XT1sNrl3I6l0kZIsVj+04pYu/Sc9clhnTF3z/d/Gtv0wgeaYH7taLbl7MR39v3pK0+7KyWcQ3wiH04j9u2Dal1b1tffzli74MIeXyT1+WBrcuYQSDnMY1pf4JybtcrPsqV+7EJQ4rCwx5tX1bGF8upjhfHtk9SD3fXcB6j+SnS5JrdmrrJOcdtklJ2WHt438ZydebraI9l7et4NhP3SHHcZ6cY6zSnbiZXTsO1H2nM+pBmox+iLWue/E1KaTgVfdrzY4BJV86coz+eIzXoOCjo8TBryXFLv/5Tu9QU6eGamtXpLCV4rSVqHQMxj+1mWXPsXRC45LErLjnF+0M9zIKrs3o/0km323JuA5mztcm3SHHvT0ZKs5hy+ycRwz0+5Yit21ZLadbBnA4CmAQaJ7fcoU5n951Z3fRtaVanEXm8n/bR9jie1fqBT1PdnxwZX/5wACxNdjtLL16GdNJjZc16zlJzRJ9tdxbk7fc1ORe15Hi9dYGfYT/b0B5yHeu01NQMfBrPTXxLm9sNMFprbN2z+23vy9HeLyKO664/xmWp7X3kl07xMGChDue1b+P7HrF3bSnVMpykda3NILH9yLPeff34sFNrjZeuD1yW9tlpu9+Hwa0R44jX5brE18cOYR8fr+6TVMS5lOa31lGGdqDa0fd0B53SkH57WZd47wfCdd/X/waI+PYM0f1lv8bzth33xOav9hypS029Xpd4v43t5jHQvG99voUYsqNERCzXtRmodo8YOq/+eTXi2zNr98OwH3Ryv2+T55OxD7wsl/j88Ox5fGZvnkfut8n1WsZ+8bKWJoj9/j5cdBGxxb63ZV8v13h7bTugv/OX/zB+9+lHQHddlyH4/ed//lP81V/93Gz78OEpPn/++rDlqLvHar3ft+EecaTHbsuwLEsTxH5/v03S+o9LF/wX/8V/L1gMwF87wWIA+CP90//953h+7tPi7c22nI/A5uNL9WUtUUv3MrOWJmVuRMRv/uLapLMreVx7bVnS8IIh54hrk0Jr/xZT6GfP9mWYpMuONl12TjHMHtnvb/HTX3xs97Xf4vkhTVj6loJsqT+2rUseXoSsa45979MWtnXz4yXYQ4B3LU2q4ogjoPfhuQtS5COw8/u/maTsXidp8UrN8fyhLdceeyyPZVhy1H595yW3aZVjTIc7m0W8rmVcR7KkIY13SvuRQu/hb/rzui4p9ucxvebzY+AijcGotZYh5XRdcjz3KVhzmwZ9lh75chkfMZeam2slRQxrTa5Libdbfzw5okvRXHKO58f0sWl4//gtlXhXhiXiY1c3kfYj/fo38zaSI2JMP/jhw+MXjANHjjT17UGudV6njylKj3XIu/Xy1hwxXCtp2Ne+35v+py55GOBRJ2n3lhpNOspZUGS9pHFdwrIP+4rYmzTHpaShHkr5du09yLkv1x57rs3xrGsbCPq+/yEFaznq58e+ZwMrypCacakx1Ol9u8fjz6ZaU5SuT18m53Xp0tnPMkOs65h2f5mc15q3uD9knpjNnJ99bllKPD+337ntbZrM4x41rnk5pHqveZI6uu/L6phmdhlTosa+NS/6a0lDUKfWEs9PfcrNfg3K9n57HM9k/dHJ8dRS2jWL6xg0X5YSHz6MKTdLblNB7rE1Ad1lybF0KaB//vl1uK5++uk5luVhDc9JGuplLZG7PLPrmoc2GKkda1FKjlonbb6vh9qmp50F8+btdGzzOZfYlnagSB8srpNUt+s6rrEa3TqitZZhDc+jnbZt5Eir/uPvUo5JevGxTda1xHVYp32Px+6m1jSkHV6WcVmEZWnTLx9LLNybel6WEin19ZBj3/t2mru0w2PGiqNO+2u/RnTPmX0MdunS/Eccz0xD2uGa4/1haYZZG6mTtrUuJaLblnM0baKUHKWOqW77NLPr2qd8/n7Pba+7/tl6XXLsw7IV0QRqc06xdGuMH88/Y9vqA2zH4KjHsufIufvcUoZnysulxv3Wr2vepqaetdPLJI1yGeo0DesFL2uJ549tv7UsuVlqIuL7IL62Tof1ey8lPux939wOYDrWPm/LWUsa6nS9lGH/pbtX1pojd8/3dSlDSua1CxbHtwFUj/svk99f66WMa353M/hzyZFL305rPHflWtYSpfTLQbQDEmrN8dw9oC6XGk9DUD7F7b0d+LKs3ZIHa4mnj209XC7LsJROzrkbxJcj9dfFMqbaXtYatRvJtSxtf53LJC30pcZT305LO9s45xxP3bNhnizzsK41Uvd3f/mP/2kzs3xd6jAr+vnDJb50M5c/fLxG5MfBUSnWtbbLDSwlfvOb9sHper1MnmNzl2K6RCnt59Z1Gfa1rmu8DaM/2955Voa//Mt/EgDw102wGAD+SP/TP/i/hjTU/ZuQdTID8UNa43Offvee4ra1L3Je3rdIDy+qr5cSb1166X0v8TKZKfJYipwjugmV8XQtQ+rg+y0Ngbl+6tWy5HjtylDzHl+7bfH+Fu8PqUenM0eeliEl677v8fXrMMWoSdf5yykX2+N5f98n6b9bl19IE92nw+2DOscs7+54JumE71vEyyT1djvbNP9CqsEuPXIdg+vfy/Ld9TpJcxtjufqJT7M1heM5DSmn7/eI119Jt3rM8u6OZ5Zyum7j7Kh+hu1TxNeX8Zj7NOv9h2czI2cpp+/LmEKyf0F4WSeziCd1Wko0QYTZOrZPT2N65H0rY3r2vZ0fU2uO936KY9T4PKRunaVabstwvdZ4GdI9j6mjy0tq2njO46zOPZZ4maZa7tLH9oGZJQ9pOT98WOPTpz5laRmujRjepe/x+t4fTwwpPnsljwMr4jniy+f2c/dLjtfXtlzj4IESby9jmtYxJXiepI5ui7Dvy5Aeed9mqWjvzYSvY8Z4X4Z9SBd6m6W5/l7gby73OtxrIo0pZf/YtM19O71uddJu+qwCYzaCtEd8HlJhl3EGWD+TZ1uG9rDHmIb6mEH5+O8xUJvSOqSh3rYxjfvxxz/+c13LcN86BuO0hf30+e1X01A/xSytbY2XIQVr275KyWMq/kkK1vUyZpXo3e413rt0wikivnbnp9T8q2nwZymgZ9t6x/XU30PG1LpLPws2xlmd93sd7ltPMZ7rYyBSF6gdZuqPZTj63T/8vLgs90lbnhzP5Bmof1a73pf4+tKnHd6H+08vl8lSCTGmHf5j0kmvtzqk0Z0dT6kxHE/fjWzbPm0jL7+SzrUP3hyFGFPkLmuOt9c/PEt5ls7+6XlMjx0RzbPnrF/c9z2+dPeMfd+H1OsRbR6Dt6U0wcJj/zGUYV3KUPf9U9O2LUOf8fwLx/P4GDHLDhCxDn3zsbzF5Hgeurz399twPBGT87PkuHXP830W/23fxmvseR1SK/fKa4778AC8Ttt8X6eHx1TbW7x3zz/PkxTTtZbmO49ngb6NjEsePD0tkzTXe9OVvL3l6T1x6EfWsV/s3e9LvHXPP8cSG22dptT2g0ebH5/TP/cppq9luIbHDEPj7Ob4eInPn9u00G8vt/hH/9s//4PH8+HDdfjcb37zPKR37vv1Ul6GfmTfY/jchw+X4Rh7r6+3YWmOP/uzFL/9bbuvfgb37Hnxb/2tv/8HvwsA/lUQLAaAP9Lvfn6JPmVlH9hYahkCW9v9PrwUeHtJ7cv6S4n01o2uLmlIz/V23+YZRR8+utQyrCs6896nNJ7MvKs59RkEh0BKRMT99a15YT8LuNVuRHZEfEvT+DiLeEwHuCx5SA16vKzp63kbA259Ou4lR3Tluk+CHf2LsXUtQ9B0TGwY39bc7F6Ud+kal5qG9Xy3fR/WE3u/t+nMa81D6uBjlHs3y2Vy6o+J2e2o+T44kNM4a3Tb2rS8aTId+HhJ+etpC2/3vdk0GwRwpBPuyr6N5eottcS9HyExmRp739oy5MkggLqkMd3z5JrrJrdGLWMK7ZzHnK/73idOHNWS4nbrUkimNL4s7VJHHzPO+jJMgr6z45mkdh4CTXsMFbbdxjTHY7rIPAmS7sM02/stuplJKfb+hV3sYwbgSYrKXjryObbb0h4pdy/Y9zymm+zSZZdpquoYKvZ4CdoeT9+Xpcks/32cpB79C+JJ9ur5dPBf0uwrxT6EFsYa7e9jeazSeRH2mK6X+PgVs3o4vrM/F+1Fe3xfHxAdd5QmM/+HVMQpjXl505gKMk3S2X/f3+/lsQ+cGfY9Oa8ptQGXiHFt4O+GoNvk38Mr/ZRjvKi6P/mF7f2+6ix/8K9dnBHDrOXff2lzvxn3PTn939rzHy7C0ZX1QcV9GGyTS266qVkbnf0Ps9TrY/knO5t87gj6d2Xtzv+eJ21+sq/hvrvP66YvR56k2+31y1HEZD8Rx+zzcUWXcS3T4VykfajnWlMzmGc2eGVY2iC+3a+7bX1wph84cpRhfEYptTTB4unSI/t44eU0LvOxdMH7flmBH4XtyrDkiPfx2ngsymypiX72acS4zMuPu+uPv932sX87svh0M1Br+7tiNjBhptY6DIaKrf3GbVgS4/vxjLOGH4O+Y6B43nZrrcNAnpza/uD+vg+fS5Pn32WpcX8IpB/f1/0W2bYhS0bJJfqLfVlSM7BqdjxH4LMfnFKGta77Nn+/36bddd+kL5d2oGqf/enY1yxtdxnadF3a9cLf3vfosknH/TVi6wYP/Bt/9lP8L/+4XTO4D/oOy+HEvF+8XttBE7Oyz9a0XpYl+jz769oOMuhTXEfM+4inp0u8v395+Jvx/PyLf/Hb4XMA8K+aYDEA/BH2fY9/79/5N5uAyvPTMozc/vhxid/93P4wvF6WZjZrrTlu9zbF1l/8+TWeuvRwzx+X+NKvy9uN8F8mqZ2fr2WYdXudzqhtf9xf1xIvXUD0+anGp25myvvXFP/Wv/Ew8zeneP3Upsr6+GGNT90o/Y8/rfHp5360/dK8uLxcSrx2s31++niJnz/1sxK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     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(6, 4), dpi=600)\n",
    "ax = figure.add_subplot(111, projection='3d')\n",
    "ax.view_init(elev=15., azim=90)\n",
    "# ax.view_init(elev=30., azim=0)\n",
    "\n",
    "# ax.plot_surface(numpy.array(x), numpy.array(y), numpy.array(top), color=colors)\n",
    "ax.bar3d(x, y, bottom, 1, 1, top, shade=False, color=colors)\n",
    "\n",
    "# ax.set_zlim(0, 500)\n",
    "ax.set_zlim(0, numpy.max(top)*5)\n",
    "\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [],
   "source": [
    "figure.savefig(\"figures/fig2/test_cc_figure_2_\" + policy_name + \".png\", transparent=True)\n",
    "# figure.savefig(\"figures/fig2/test_cc_figure_2_stack.png\", transparent=True)\n",
    "# figure.savefig(\"figures/fig2/test_cc_figure_2_unstack.png\", transparent=True)\n",
    "# figure.savefig(\"figures/fig2/test_cc_figure_2_square.png\", transparent=True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0\n",
      "0.0\n",
      "True\n",
      "(21, 67)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<matplotlib.patches.Circle at 0x7f531c81e9a0>"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "masked_test_color_heightmap = test_color_heightmap.copy()\n",
    "masked_test_color_heightmap[test_mask_rot,:] = 0\n",
    "# best_test_action = numpy.unravel_index(numpy.argmin(rematch_distance), (224, 224))\n",
    "best_test_action_index = numpy.argmax(top)\n",
    "best_test_action = (y[best_test_action_index], x[best_test_action_index])\n",
    "print(numpy.max(top))\n",
    "print(inverse_heights[best_test_action])\n",
    "print(test_mask_rot[best_test_action])\n",
    "print(best_test_action)\n",
    "\n",
    "fig, ax = plt.subplots(1)\n",
    "\n",
    "# ax.imshow(masked_test_color_heightmap)\n",
    "# ax.imshow(inverse_heights, cmap='gray')\n",
    "ax.imshow(test_color_heightmap)\n",
    "# ax.imshow(test_mask)\n",
    "ax.add_patch(Circle(best_test_action))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50176, 3)\n"
     ]
    }
   ],
   "source": [
    "scale_factor = 0.002\n",
    "top_scale_factor = scale_factor * 10\n",
    "points = numpy.stack((x,y,numpy.array(top)/top_scale_factor), -1) * scale_factor\n",
    "print(points.shape)\n",
    "\n",
    "rgb = (numpy.stack(colors) * 255).astype('uint8')\n",
    "\n",
    "ply = Ply(points, rgb)\n",
    "\n",
    "ply.write(\"figures/fig2/test_cc_figure_2_\" + policy_name + \".ply\")\n",
    "# ply.write(\"figures/fig2/test_cc_figure_2_stack.ply\")\n",
    "# ply.write(\"figures/fig2/test_cc_figure_2_unstack.ply\")\n",
    "# ply.write(\"figures/fig2/test_cc_figure_2_square.ply\")\n",
    "\n",
    "\n",
    "# write_xyz_rgb_as_ply(points, blended, \"figures/fig2/test_cc_figure_2_row.ply\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Save ply\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [],
   "source": [
    "# TODO:\n",
    "# Check rotation\n",
    "# Tighter mask - N/A\n",
    "# Subtract minimum nonzero value - done\n",
    "# Try adding the match distance\n",
    "# Save image files for figures - done\n",
    "# Refactor"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}